In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7f9d03e70cc0>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7f9d005e0860>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
import numpy as np
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.2.0 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
inputs_real = tf.placeholder(tf.float32, [None,image_width,image_height,image_channels], name='Real_Input')
inputs_z = tf.placeholder(tf.float32, [None, z_dim], name='Z_Input')
learning_rate = tf.placeholder(tf.float32, name='Learning_Rate')
return inputs_real, inputs_z, learning_rate
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
ERROR:tensorflow:==================================
Object was never used (type <class 'tensorflow.python.framework.ops.Operation'>):
<tf.Operation 'assert_rank_2/Assert/Assert' type=Assert>
If you want to mark it as used call its "mark_used()" method.
It was originally created here:
['File "/home/paperspace/anaconda3/lib/python3.6/runpy.py", line 193, in _run_module_as_main\n "__main__", mod_spec)', 'File "/home/paperspace/anaconda3/lib/python3.6/runpy.py", line 85, in _run_code\n exec(code, run_globals)', 'File "/home/paperspace/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py", line 16, in <module>\n app.launch_new_instance()', 'File "/home/paperspace/anaconda3/lib/python3.6/site-packages/traitlets/config/application.py", line 658, in launch_instance\n app.start()', 'File "/home/paperspace/anaconda3/lib/python3.6/site-packages/ipykernel/kernelapp.py", line 477, in start\n ioloop.IOLoop.instance().start()', 'File "/home/paperspace/anaconda3/lib/python3.6/site-packages/zmq/eventloop/ioloop.py", line 177, in start\n super(ZMQIOLoop, self).start()', 'File "/home/paperspace/anaconda3/lib/python3.6/site-packages/tornado/ioloop.py", line 888, in start\n handler_func(fd_obj, events)', 'File "/home/paperspace/anaconda3/lib/python3.6/site-packages/tornado/stack_context.py", line 277, in null_wrapper\n return fn(*args, **kwargs)', 'File "/home/paperspace/anaconda3/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 440, in _handle_events\n self._handle_recv()', 'File "/home/paperspace/anaconda3/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 472, in _handle_recv\n self._run_callback(callback, msg)', 'File "/home/paperspace/anaconda3/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 414, in _run_callback\n callback(*args, **kwargs)', 'File "/home/paperspace/anaconda3/lib/python3.6/site-packages/tornado/stack_context.py", line 277, in null_wrapper\n return fn(*args, **kwargs)', 'File "/home/paperspace/anaconda3/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 283, in dispatcher\n return self.dispatch_shell(stream, msg)', 'File "/home/paperspace/anaconda3/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 235, in dispatch_shell\n handler(stream, idents, msg)', 'File "/home/paperspace/anaconda3/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 399, in execute_request\n user_expressions, allow_stdin)', 'File "/home/paperspace/anaconda3/lib/python3.6/site-packages/ipykernel/ipkernel.py", line 196, in do_execute\n res = shell.run_cell(code, store_history=store_history, silent=silent)', 'File "/home/paperspace/anaconda3/lib/python3.6/site-packages/ipykernel/zmqshell.py", line 533, in run_cell\n return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)', 'File "/home/paperspace/anaconda3/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2717, in run_cell\n interactivity=interactivity, compiler=compiler, result=result)', 'File "/home/paperspace/anaconda3/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2827, in run_ast_nodes\n if self.run_code(code, result):', 'File "/home/paperspace/anaconda3/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2881, in run_code\n exec(code_obj, self.user_global_ns, self.user_ns)', 'File "<ipython-input-5-8a0c96918b83>", line 22, in <module>\n tests.test_model_inputs(model_inputs)', 'File "/home/paperspace/dl/face_generation/problem_unittests.py", line 12, in func_wrapper\n result = func(*args)', 'File "/home/paperspace/dl/face_generation/problem_unittests.py", line 68, in test_model_inputs\n _check_input(learn_rate, [], \'Learning Rate\')', 'File "/home/paperspace/dl/face_generation/problem_unittests.py", line 34, in _check_input\n _assert_tensor_shape(tensor, shape, \'Real Input\')', 'File "/home/paperspace/dl/face_generation/problem_unittests.py", line 20, in _assert_tensor_shape\n assert tf.assert_rank(tensor, len(shape), message=\'{} has wrong rank\'.format(display_name))', 'File "/home/paperspace/anaconda3/lib/python3.6/site-packages/tensorflow/python/ops/check_ops.py", line 617, in assert_rank\n dynamic_condition, data, summarize)', 'File "/home/paperspace/anaconda3/lib/python3.6/site-packages/tensorflow/python/ops/check_ops.py", line 571, in _assert_rank_condition\n return control_flow_ops.Assert(condition, data, summarize=summarize)', 'File "/home/paperspace/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 170, in wrapped\n return _add_should_use_warning(fn(*args, **kwargs))', 'File "/home/paperspace/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 139, in _add_should_use_warning\n wrapped = TFShouldUseWarningWrapper(x)', 'File "/home/paperspace/anaconda3/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 96, in __init__\n stack = [s.strip() for s in traceback.format_stack()]']
==================================
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
keep_prob = 0.5
with tf.variable_scope('discriminator', reuse=reuse):
alpha=0.15
x1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same')
relu1 = tf.maximum(alpha * x1, x1)
x2 = tf.layers.conv2d(relu1, 128, 5, strides=2, padding='same')
bn2 = tf.layers.batch_normalization(x2, training=True)
relu2 = tf.maximum(alpha * bn2, bn2)
x3 = tf.layers.conv2d(relu1, 256, 5, strides=2, padding='same')
bn3 = tf.layers.batch_normalization(x3, training=True)
relu3 = tf.maximum(alpha * bn3, bn3)
flat = tf.reshape(relu3, (-1, 7*7*256))
flat = tf.nn.dropout(flat, keep_prob)
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return out, logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAoutT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
with tf.variable_scope('generator', reuse = not is_train):
alpha=0.15
# First fully connected layer
x1 = tf.layers.dense(z, 7*7*256)
x1 = tf.reshape(x1, (-1, 7, 7, 512))
x1 = tf.layers.batch_normalization(x1, training=is_train)
x1 = tf.maximum(alpha * x1, x1)
# 7x7x512 now
x2 = tf.layers.conv2d_transpose(x1, 256, 5, strides=2, padding='same')
x2 = tf.layers.batch_normalization(x2, training=is_train)
x2 = tf.maximum(alpha * x2, x2)
# 14x14x256 now
x3 = tf.layers.conv2d_transpose(x2, 128, 5, strides=2, padding='same')
x3 = tf.layers.batch_normalization(x3, training=is_train)
x3 = tf.maximum(alpha * x3, x3)
# 28x28x128 now
# Output layer
logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 5, strides=1, padding='same')
# 28x28x5 now
out = tf.tanh(logits)
return out
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
g_model = generator(input_z, out_channel_dim)
d_model_real, d_logits_real = discriminator(input_real)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
# Optimize
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
image_channels=1
if data_image_mode =="RGB":
image_channels = 3
input_real, input_z, lr = model_inputs(data_shape[1], data_shape[2], image_channels, 200)
d_loss, g_loss = model_loss(input_real, input_z, data_shape[3])
d_train_opt, g_train_opt = model_opt(d_loss, g_loss, lr, beta1)
sample_z = np.random.uniform(-1, 1, size=(72, z_dim))
samples, losses = [], []
steps = 0
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
# TODO: Train Model
steps+=1
# batch images
batch_images = batch_images.reshape(batch_size, data_shape[1], data_shape[2], image_channels)
batch_images = batch_images*2
# Sample random noise for G
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
# Run optimizers
_ = sess.run(d_train_opt, feed_dict={input_real: batch_images, input_z: batch_z,lr:learning_rate})
_ = sess.run(g_train_opt, feed_dict={input_z: batch_z, input_real: batch_images,lr:learning_rate})
if steps % 10 == 0:
# At the end of each epoch, get the losses and print them out
train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
train_loss_g = g_loss.eval({input_z: batch_z})
print("Epoch {}/{}...".format(epoch_i+1, epochs),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
# Save losses to view after training
losses.append((train_loss_d, train_loss_g))
if steps % 100 == 0:
show_generator_output(sess=sess, n_images=30, input_z=input_z, out_channel_dim=image_channels, image_mode=data_image_mode)
# saver.save(sess, './checkpoints/generator.ckpt')
#with open('samples.pkl', 'wb') as f:
# pkl.dump(samples, f)
return losses, samples
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 16
z_dim = 200
learning_rate = 0.0004
beta1 = 0.3
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 0.1222... Generator Loss: 3.0906 Epoch 1/2... Discriminator Loss: 0.0222... Generator Loss: 5.1858 Epoch 1/2... Discriminator Loss: 0.0117... Generator Loss: 5.2396 Epoch 1/2... Discriminator Loss: 0.0820... Generator Loss: 3.3636 Epoch 1/2... Discriminator Loss: 0.0504... Generator Loss: 4.5476 Epoch 1/2... Discriminator Loss: 0.0386... Generator Loss: 4.5573 Epoch 1/2... Discriminator Loss: 0.0060... Generator Loss: 5.5678 Epoch 1/2... Discriminator Loss: 0.2606... Generator Loss: 2.3065 Epoch 1/2... Discriminator Loss: 2.6003... Generator Loss: 0.4251 Epoch 1/2... Discriminator Loss: 2.7274... Generator Loss: 0.1897
Epoch 1/2... Discriminator Loss: 2.7507... Generator Loss: 0.3926 Epoch 1/2... Discriminator Loss: 2.3608... Generator Loss: 0.4293 Epoch 1/2... Discriminator Loss: 1.3062... Generator Loss: 1.1801 Epoch 1/2... Discriminator Loss: 3.2072... Generator Loss: 0.1502 Epoch 1/2... Discriminator Loss: 1.6752... Generator Loss: 0.5966 Epoch 1/2... Discriminator Loss: 2.0462... Generator Loss: 0.2473 Epoch 1/2... Discriminator Loss: 1.6125... Generator Loss: 0.7847 Epoch 1/2... Discriminator Loss: 1.5153... Generator Loss: 0.5130 Epoch 1/2... Discriminator Loss: 2.8280... Generator Loss: 0.2945 Epoch 1/2... Discriminator Loss: 1.9440... Generator Loss: 0.1273
Epoch 1/2... Discriminator Loss: 2.1909... Generator Loss: 0.4823 Epoch 1/2... Discriminator Loss: 2.3760... Generator Loss: 0.2444 Epoch 1/2... Discriminator Loss: 1.9237... Generator Loss: 0.9305 Epoch 1/2... Discriminator Loss: 1.8618... Generator Loss: 0.5068 Epoch 1/2... Discriminator Loss: 1.5443... Generator Loss: 0.7435 Epoch 1/2... Discriminator Loss: 1.8798... Generator Loss: 0.2694 Epoch 1/2... Discriminator Loss: 2.0133... Generator Loss: 0.2340 Epoch 1/2... Discriminator Loss: 2.1651... Generator Loss: 0.3392 Epoch 1/2... Discriminator Loss: 2.3156... Generator Loss: 0.4865 Epoch 1/2... Discriminator Loss: 2.2964... Generator Loss: 0.2255
Epoch 1/2... Discriminator Loss: 1.5123... Generator Loss: 0.7602 Epoch 1/2... Discriminator Loss: 1.4106... Generator Loss: 0.4584 Epoch 1/2... Discriminator Loss: 1.9574... Generator Loss: 0.5426 Epoch 1/2... Discriminator Loss: 1.7184... Generator Loss: 1.0236 Epoch 1/2... Discriminator Loss: 1.7564... Generator Loss: 1.2638 Epoch 1/2... Discriminator Loss: 1.7152... Generator Loss: 0.4461 Epoch 1/2... Discriminator Loss: 1.7497... Generator Loss: 0.8893 Epoch 1/2... Discriminator Loss: 1.3564... Generator Loss: 0.4331 Epoch 1/2... Discriminator Loss: 2.3187... Generator Loss: 0.2790 Epoch 1/2... Discriminator Loss: 1.7480... Generator Loss: 0.3404
Epoch 1/2... Discriminator Loss: 1.6833... Generator Loss: 0.3835 Epoch 1/2... Discriminator Loss: 1.6079... Generator Loss: 0.4137 Epoch 1/2... Discriminator Loss: 1.4508... Generator Loss: 1.5897 Epoch 1/2... Discriminator Loss: 1.5357... Generator Loss: 0.4683 Epoch 1/2... Discriminator Loss: 1.6597... Generator Loss: 1.7705 Epoch 1/2... Discriminator Loss: 1.2788... Generator Loss: 1.1255 Epoch 1/2... Discriminator Loss: 2.2906... Generator Loss: 0.3550 Epoch 1/2... Discriminator Loss: 1.7830... Generator Loss: 0.3833 Epoch 1/2... Discriminator Loss: 1.4311... Generator Loss: 0.4033 Epoch 1/2... Discriminator Loss: 1.0634... Generator Loss: 0.3815
Epoch 1/2... Discriminator Loss: 2.1576... Generator Loss: 0.5405 Epoch 1/2... Discriminator Loss: 2.0439... Generator Loss: 0.3448 Epoch 1/2... Discriminator Loss: 1.3412... Generator Loss: 0.9410 Epoch 1/2... Discriminator Loss: 1.7084... Generator Loss: 0.4412 Epoch 1/2... Discriminator Loss: 1.9174... Generator Loss: 0.6769 Epoch 1/2... Discriminator Loss: 1.3675... Generator Loss: 1.1123 Epoch 1/2... Discriminator Loss: 1.4956... Generator Loss: 0.5810 Epoch 1/2... Discriminator Loss: 1.9100... Generator Loss: 0.4591 Epoch 1/2... Discriminator Loss: 1.7728... Generator Loss: 1.3027 Epoch 1/2... Discriminator Loss: 2.5426... Generator Loss: 0.3416
Epoch 1/2... Discriminator Loss: 1.7615... Generator Loss: 0.6704 Epoch 1/2... Discriminator Loss: 2.0470... Generator Loss: 0.7882 Epoch 1/2... Discriminator Loss: 1.5974... Generator Loss: 0.5371 Epoch 1/2... Discriminator Loss: 2.0845... Generator Loss: 0.5263 Epoch 1/2... Discriminator Loss: 1.1508... Generator Loss: 0.6583 Epoch 1/2... Discriminator Loss: 1.3656... Generator Loss: 1.6006 Epoch 1/2... Discriminator Loss: 1.8306... Generator Loss: 0.2497 Epoch 1/2... Discriminator Loss: 1.8483... Generator Loss: 1.2113 Epoch 1/2... Discriminator Loss: 1.6374... Generator Loss: 0.4549 Epoch 1/2... Discriminator Loss: 1.9737... Generator Loss: 0.6189
Epoch 1/2... Discriminator Loss: 1.4521... Generator Loss: 0.8726 Epoch 1/2... Discriminator Loss: 2.0409... Generator Loss: 0.4269 Epoch 1/2... Discriminator Loss: 1.3717... Generator Loss: 0.3001 Epoch 1/2... Discriminator Loss: 1.2681... Generator Loss: 1.6651 Epoch 1/2... Discriminator Loss: 2.2207... Generator Loss: 0.2144 Epoch 1/2... Discriminator Loss: 1.4356... Generator Loss: 0.7934 Epoch 1/2... Discriminator Loss: 1.3713... Generator Loss: 1.2424 Epoch 1/2... Discriminator Loss: 1.9437... Generator Loss: 0.5913 Epoch 1/2... Discriminator Loss: 1.9642... Generator Loss: 0.3870 Epoch 1/2... Discriminator Loss: 2.2054... Generator Loss: 0.4483
Epoch 1/2... Discriminator Loss: 1.7783... Generator Loss: 0.5773 Epoch 1/2... Discriminator Loss: 1.2623... Generator Loss: 1.0235 Epoch 1/2... Discriminator Loss: 2.4015... Generator Loss: 0.3020 Epoch 1/2... Discriminator Loss: 1.8206... Generator Loss: 1.4036 Epoch 1/2... Discriminator Loss: 2.1196... Generator Loss: 0.3345 Epoch 1/2... Discriminator Loss: 1.4265... Generator Loss: 1.1632 Epoch 1/2... Discriminator Loss: 1.6751... Generator Loss: 0.8643 Epoch 1/2... Discriminator Loss: 2.0352... Generator Loss: 1.0858 Epoch 1/2... Discriminator Loss: 1.7475... Generator Loss: 0.4933 Epoch 1/2... Discriminator Loss: 1.7635... Generator Loss: 0.6522
Epoch 1/2... Discriminator Loss: 1.9606... Generator Loss: 0.5261 Epoch 1/2... Discriminator Loss: 1.4393... Generator Loss: 0.3791 Epoch 1/2... Discriminator Loss: 1.4912... Generator Loss: 1.2660 Epoch 1/2... Discriminator Loss: 1.2259... Generator Loss: 0.8225 Epoch 1/2... Discriminator Loss: 1.8557... Generator Loss: 0.2465 Epoch 1/2... Discriminator Loss: 1.2358... Generator Loss: 0.5348 Epoch 1/2... Discriminator Loss: 2.1348... Generator Loss: 0.9605 Epoch 1/2... Discriminator Loss: 1.5644... Generator Loss: 0.6882 Epoch 1/2... Discriminator Loss: 1.1562... Generator Loss: 0.8958 Epoch 1/2... Discriminator Loss: 1.6417... Generator Loss: 1.5310
Epoch 1/2... Discriminator Loss: 1.3731... Generator Loss: 0.6174 Epoch 1/2... Discriminator Loss: 2.0482... Generator Loss: 0.6197 Epoch 1/2... Discriminator Loss: 1.2597... Generator Loss: 1.6286 Epoch 1/2... Discriminator Loss: 1.6657... Generator Loss: 0.2959 Epoch 1/2... Discriminator Loss: 0.9435... Generator Loss: 0.9020 Epoch 1/2... Discriminator Loss: 1.3858... Generator Loss: 1.1336 Epoch 1/2... Discriminator Loss: 1.3397... Generator Loss: 0.8218 Epoch 1/2... Discriminator Loss: 1.6094... Generator Loss: 0.5700 Epoch 1/2... Discriminator Loss: 1.8578... Generator Loss: 0.3721 Epoch 1/2... Discriminator Loss: 1.3786... Generator Loss: 0.9794
Epoch 1/2... Discriminator Loss: 1.6451... Generator Loss: 0.7157 Epoch 1/2... Discriminator Loss: 2.1416... Generator Loss: 0.3406 Epoch 1/2... Discriminator Loss: 1.4197... Generator Loss: 0.4405 Epoch 1/2... Discriminator Loss: 1.1910... Generator Loss: 1.6348 Epoch 1/2... Discriminator Loss: 1.4864... Generator Loss: 0.5661 Epoch 1/2... Discriminator Loss: 2.1111... Generator Loss: 0.3878 Epoch 1/2... Discriminator Loss: 0.8208... Generator Loss: 1.0480 Epoch 1/2... Discriminator Loss: 1.4057... Generator Loss: 0.3703 Epoch 1/2... Discriminator Loss: 2.0510... Generator Loss: 0.5480 Epoch 1/2... Discriminator Loss: 2.0224... Generator Loss: 0.3965
Epoch 1/2... Discriminator Loss: 1.7514... Generator Loss: 0.3612 Epoch 1/2... Discriminator Loss: 2.1796... Generator Loss: 0.3667 Epoch 1/2... Discriminator Loss: 1.6573... Generator Loss: 0.2518 Epoch 1/2... Discriminator Loss: 2.3629... Generator Loss: 0.2326 Epoch 1/2... Discriminator Loss: 1.5829... Generator Loss: 0.3567 Epoch 1/2... Discriminator Loss: 1.2971... Generator Loss: 0.7629 Epoch 1/2... Discriminator Loss: 1.7504... Generator Loss: 1.1456 Epoch 1/2... Discriminator Loss: 1.0932... Generator Loss: 1.1285 Epoch 1/2... Discriminator Loss: 1.3688... Generator Loss: 0.5315 Epoch 1/2... Discriminator Loss: 1.8756... Generator Loss: 0.3740
Epoch 1/2... Discriminator Loss: 2.0972... Generator Loss: 0.5340 Epoch 1/2... Discriminator Loss: 1.1728... Generator Loss: 1.1620 Epoch 1/2... Discriminator Loss: 1.7984... Generator Loss: 0.4767 Epoch 1/2... Discriminator Loss: 1.5062... Generator Loss: 1.0295 Epoch 1/2... Discriminator Loss: 1.7368... Generator Loss: 0.5314 Epoch 1/2... Discriminator Loss: 1.2183... Generator Loss: 1.2156 Epoch 1/2... Discriminator Loss: 1.8789... Generator Loss: 0.8750 Epoch 1/2... Discriminator Loss: 1.2514... Generator Loss: 0.8058 Epoch 1/2... Discriminator Loss: 1.3870... Generator Loss: 0.9355 Epoch 1/2... Discriminator Loss: 1.6785... Generator Loss: 1.1969
Epoch 1/2... Discriminator Loss: 1.7879... Generator Loss: 0.9494 Epoch 1/2... Discriminator Loss: 1.6630... Generator Loss: 0.6195 Epoch 1/2... Discriminator Loss: 1.6865... Generator Loss: 0.6306 Epoch 1/2... Discriminator Loss: 1.9554... Generator Loss: 0.2558 Epoch 1/2... Discriminator Loss: 1.5639... Generator Loss: 0.6018 Epoch 1/2... Discriminator Loss: 1.2071... Generator Loss: 0.9299 Epoch 1/2... Discriminator Loss: 1.6984... Generator Loss: 0.4227 Epoch 1/2... Discriminator Loss: 1.3422... Generator Loss: 0.6489 Epoch 1/2... Discriminator Loss: 1.7022... Generator Loss: 0.4909 Epoch 1/2... Discriminator Loss: 1.2362... Generator Loss: 0.7093
Epoch 1/2... Discriminator Loss: 1.8158... Generator Loss: 0.5935 Epoch 1/2... Discriminator Loss: 1.4695... Generator Loss: 0.7582 Epoch 1/2... Discriminator Loss: 1.4696... Generator Loss: 0.4724 Epoch 1/2... Discriminator Loss: 1.8574... Generator Loss: 0.6153 Epoch 1/2... Discriminator Loss: 1.9965... Generator Loss: 0.6189 Epoch 1/2... Discriminator Loss: 1.6323... Generator Loss: 1.5105 Epoch 1/2... Discriminator Loss: 1.6668... Generator Loss: 0.8119 Epoch 1/2... Discriminator Loss: 1.7841... Generator Loss: 0.7918 Epoch 1/2... Discriminator Loss: 1.2210... Generator Loss: 1.4781 Epoch 1/2... Discriminator Loss: 1.7180... Generator Loss: 0.3208
Epoch 1/2... Discriminator Loss: 1.2156... Generator Loss: 0.5011 Epoch 1/2... Discriminator Loss: 1.5506... Generator Loss: 0.7103 Epoch 1/2... Discriminator Loss: 1.1582... Generator Loss: 1.2015 Epoch 1/2... Discriminator Loss: 1.6564... Generator Loss: 0.5667 Epoch 1/2... Discriminator Loss: 1.3475... Generator Loss: 0.5490 Epoch 1/2... Discriminator Loss: 2.3302... Generator Loss: 0.2063 Epoch 1/2... Discriminator Loss: 1.6096... Generator Loss: 0.5926 Epoch 1/2... Discriminator Loss: 1.7011... Generator Loss: 0.6767 Epoch 1/2... Discriminator Loss: 1.9616... Generator Loss: 0.7782 Epoch 1/2... Discriminator Loss: 1.2229... Generator Loss: 0.6452
Epoch 1/2... Discriminator Loss: 1.4482... Generator Loss: 0.8873 Epoch 1/2... Discriminator Loss: 1.9552... Generator Loss: 0.3486 Epoch 1/2... Discriminator Loss: 1.4076... Generator Loss: 0.4750 Epoch 1/2... Discriminator Loss: 1.2997... Generator Loss: 0.5471 Epoch 1/2... Discriminator Loss: 1.6196... Generator Loss: 0.5060 Epoch 1/2... Discriminator Loss: 1.0082... Generator Loss: 0.7170 Epoch 1/2... Discriminator Loss: 1.3127... Generator Loss: 1.5487 Epoch 1/2... Discriminator Loss: 2.1293... Generator Loss: 1.6852 Epoch 1/2... Discriminator Loss: 1.2695... Generator Loss: 0.7172 Epoch 1/2... Discriminator Loss: 2.0501... Generator Loss: 0.5500
Epoch 1/2... Discriminator Loss: 1.0872... Generator Loss: 1.2303 Epoch 1/2... Discriminator Loss: 1.2127... Generator Loss: 1.1346 Epoch 1/2... Discriminator Loss: 1.6203... Generator Loss: 0.2684 Epoch 1/2... Discriminator Loss: 1.3501... Generator Loss: 0.6038 Epoch 1/2... Discriminator Loss: 1.4686... Generator Loss: 1.4547 Epoch 1/2... Discriminator Loss: 1.5615... Generator Loss: 0.2837 Epoch 1/2... Discriminator Loss: 1.4873... Generator Loss: 1.1074 Epoch 1/2... Discriminator Loss: 1.2892... Generator Loss: 0.8787 Epoch 1/2... Discriminator Loss: 1.5422... Generator Loss: 0.6185 Epoch 1/2... Discriminator Loss: 1.0075... Generator Loss: 1.0884
Epoch 1/2... Discriminator Loss: 1.3031... Generator Loss: 0.5505 Epoch 1/2... Discriminator Loss: 1.3105... Generator Loss: 0.8847 Epoch 1/2... Discriminator Loss: 1.4120... Generator Loss: 0.6867 Epoch 1/2... Discriminator Loss: 1.5252... Generator Loss: 0.3012 Epoch 1/2... Discriminator Loss: 1.7537... Generator Loss: 0.4567 Epoch 1/2... Discriminator Loss: 1.3962... Generator Loss: 0.5522 Epoch 1/2... Discriminator Loss: 1.8405... Generator Loss: 0.3071 Epoch 1/2... Discriminator Loss: 1.6983... Generator Loss: 0.8207 Epoch 1/2... Discriminator Loss: 1.8285... Generator Loss: 0.7114 Epoch 1/2... Discriminator Loss: 0.8725... Generator Loss: 1.0187
Epoch 1/2... Discriminator Loss: 1.3836... Generator Loss: 0.3797 Epoch 1/2... Discriminator Loss: 1.5766... Generator Loss: 0.8313 Epoch 1/2... Discriminator Loss: 1.8001... Generator Loss: 0.8209 Epoch 1/2... Discriminator Loss: 1.5043... Generator Loss: 1.0962 Epoch 1/2... Discriminator Loss: 2.0950... Generator Loss: 0.3982 Epoch 1/2... Discriminator Loss: 1.4154... Generator Loss: 0.3004 Epoch 1/2... Discriminator Loss: 2.1171... Generator Loss: 0.9917 Epoch 1/2... Discriminator Loss: 1.6933... Generator Loss: 0.8348 Epoch 1/2... Discriminator Loss: 1.8556... Generator Loss: 0.2829 Epoch 1/2... Discriminator Loss: 1.5999... Generator Loss: 0.4378
Epoch 1/2... Discriminator Loss: 1.2185... Generator Loss: 0.7819 Epoch 1/2... Discriminator Loss: 1.6605... Generator Loss: 0.9665 Epoch 1/2... Discriminator Loss: 1.6006... Generator Loss: 0.5821 Epoch 1/2... Discriminator Loss: 0.9814... Generator Loss: 0.4795 Epoch 1/2... Discriminator Loss: 2.0131... Generator Loss: 0.2375 Epoch 1/2... Discriminator Loss: 1.6875... Generator Loss: 0.9935 Epoch 1/2... Discriminator Loss: 2.0952... Generator Loss: 0.5044 Epoch 1/2... Discriminator Loss: 1.6285... Generator Loss: 1.1075 Epoch 1/2... Discriminator Loss: 1.5817... Generator Loss: 0.6654 Epoch 1/2... Discriminator Loss: 1.7663... Generator Loss: 0.4550
Epoch 1/2... Discriminator Loss: 1.8390... Generator Loss: 0.9934 Epoch 1/2... Discriminator Loss: 1.5477... Generator Loss: 0.7470 Epoch 1/2... Discriminator Loss: 1.2050... Generator Loss: 1.2157 Epoch 1/2... Discriminator Loss: 1.4799... Generator Loss: 0.3755 Epoch 1/2... Discriminator Loss: 1.3518... Generator Loss: 1.0497 Epoch 1/2... Discriminator Loss: 1.4019... Generator Loss: 0.4156 Epoch 1/2... Discriminator Loss: 1.1167... Generator Loss: 0.5067 Epoch 1/2... Discriminator Loss: 2.2752... Generator Loss: 1.0202 Epoch 1/2... Discriminator Loss: 1.5152... Generator Loss: 0.5535 Epoch 1/2... Discriminator Loss: 1.5378... Generator Loss: 0.4323
Epoch 1/2... Discriminator Loss: 1.5622... Generator Loss: 0.8774 Epoch 1/2... Discriminator Loss: 1.6937... Generator Loss: 0.7168 Epoch 1/2... Discriminator Loss: 1.5196... Generator Loss: 0.9206 Epoch 1/2... Discriminator Loss: 1.8064... Generator Loss: 0.4581 Epoch 1/2... Discriminator Loss: 1.4195... Generator Loss: 1.0087 Epoch 1/2... Discriminator Loss: 1.4214... Generator Loss: 1.2077 Epoch 1/2... Discriminator Loss: 1.5807... Generator Loss: 0.5138 Epoch 1/2... Discriminator Loss: 1.3837... Generator Loss: 0.5990 Epoch 1/2... Discriminator Loss: 1.5879... Generator Loss: 0.6785 Epoch 1/2... Discriminator Loss: 1.3796... Generator Loss: 0.5843
Epoch 1/2... Discriminator Loss: 1.5656... Generator Loss: 0.7046 Epoch 1/2... Discriminator Loss: 1.0870... Generator Loss: 1.4372 Epoch 1/2... Discriminator Loss: 1.3319... Generator Loss: 0.6069 Epoch 1/2... Discriminator Loss: 2.0228... Generator Loss: 0.4121 Epoch 1/2... Discriminator Loss: 1.7451... Generator Loss: 0.4542 Epoch 1/2... Discriminator Loss: 1.3522... Generator Loss: 1.2447 Epoch 1/2... Discriminator Loss: 1.7224... Generator Loss: 0.3287 Epoch 1/2... Discriminator Loss: 1.3939... Generator Loss: 0.9758 Epoch 1/2... Discriminator Loss: 1.7761... Generator Loss: 0.2530 Epoch 1/2... Discriminator Loss: 1.1460... Generator Loss: 0.8618
Epoch 1/2... Discriminator Loss: 0.9881... Generator Loss: 0.6089 Epoch 1/2... Discriminator Loss: 1.4426... Generator Loss: 0.6463 Epoch 1/2... Discriminator Loss: 1.9469... Generator Loss: 0.5455 Epoch 1/2... Discriminator Loss: 1.4889... Generator Loss: 0.8124 Epoch 1/2... Discriminator Loss: 1.4000... Generator Loss: 0.6808 Epoch 1/2... Discriminator Loss: 1.3901... Generator Loss: 0.6172 Epoch 1/2... Discriminator Loss: 1.1485... Generator Loss: 0.5649 Epoch 1/2... Discriminator Loss: 1.6718... Generator Loss: 0.5389 Epoch 1/2... Discriminator Loss: 1.6469... Generator Loss: 0.3733 Epoch 1/2... Discriminator Loss: 1.4309... Generator Loss: 0.4383
Epoch 1/2... Discriminator Loss: 1.9613... Generator Loss: 0.7822 Epoch 1/2... Discriminator Loss: 1.7877... Generator Loss: 0.7623 Epoch 1/2... Discriminator Loss: 1.8768... Generator Loss: 0.5540 Epoch 1/2... Discriminator Loss: 1.3387... Generator Loss: 0.7273 Epoch 1/2... Discriminator Loss: 1.4680... Generator Loss: 0.4685 Epoch 1/2... Discriminator Loss: 1.5445... Generator Loss: 0.9120 Epoch 1/2... Discriminator Loss: 1.2610... Generator Loss: 0.5204 Epoch 1/2... Discriminator Loss: 1.7350... Generator Loss: 0.4843 Epoch 1/2... Discriminator Loss: 1.5288... Generator Loss: 0.6914 Epoch 1/2... Discriminator Loss: 1.9176... Generator Loss: 0.4225
Epoch 1/2... Discriminator Loss: 1.2192... Generator Loss: 0.9979 Epoch 1/2... Discriminator Loss: 1.6020... Generator Loss: 0.5365 Epoch 1/2... Discriminator Loss: 1.4054... Generator Loss: 0.7742 Epoch 1/2... Discriminator Loss: 1.9266... Generator Loss: 0.4298 Epoch 1/2... Discriminator Loss: 1.5799... Generator Loss: 0.7885 Epoch 1/2... Discriminator Loss: 1.5543... Generator Loss: 0.3221 Epoch 1/2... Discriminator Loss: 1.7088... Generator Loss: 0.2855 Epoch 1/2... Discriminator Loss: 1.2721... Generator Loss: 0.7423 Epoch 1/2... Discriminator Loss: 1.9395... Generator Loss: 0.3026 Epoch 1/2... Discriminator Loss: 1.3966... Generator Loss: 0.6459
Epoch 1/2... Discriminator Loss: 1.1831... Generator Loss: 1.3852 Epoch 1/2... Discriminator Loss: 1.2329... Generator Loss: 1.5255 Epoch 1/2... Discriminator Loss: 1.0200... Generator Loss: 1.0766 Epoch 1/2... Discriminator Loss: 1.9382... Generator Loss: 0.4957 Epoch 1/2... Discriminator Loss: 1.5482... Generator Loss: 1.5738 Epoch 1/2... Discriminator Loss: 1.8831... Generator Loss: 0.5081 Epoch 1/2... Discriminator Loss: 1.7056... Generator Loss: 0.5305 Epoch 1/2... Discriminator Loss: 1.7048... Generator Loss: 0.4741 Epoch 1/2... Discriminator Loss: 1.0884... Generator Loss: 1.1560 Epoch 1/2... Discriminator Loss: 1.3973... Generator Loss: 0.3841
Epoch 1/2... Discriminator Loss: 1.6542... Generator Loss: 0.5985 Epoch 1/2... Discriminator Loss: 1.2541... Generator Loss: 1.1732 Epoch 1/2... Discriminator Loss: 1.2831... Generator Loss: 0.8286 Epoch 1/2... Discriminator Loss: 1.3823... Generator Loss: 0.3550 Epoch 1/2... Discriminator Loss: 1.5114... Generator Loss: 0.5977 Epoch 1/2... Discriminator Loss: 1.2791... Generator Loss: 1.2343 Epoch 1/2... Discriminator Loss: 1.0975... Generator Loss: 0.7999 Epoch 1/2... Discriminator Loss: 1.8232... Generator Loss: 0.5522 Epoch 1/2... Discriminator Loss: 1.5475... Generator Loss: 0.6385 Epoch 1/2... Discriminator Loss: 1.7713... Generator Loss: 0.5179
Epoch 1/2... Discriminator Loss: 1.7440... Generator Loss: 1.1112 Epoch 1/2... Discriminator Loss: 0.6958... Generator Loss: 1.0417 Epoch 1/2... Discriminator Loss: 1.5375... Generator Loss: 0.4303 Epoch 1/2... Discriminator Loss: 1.2916... Generator Loss: 0.7473 Epoch 1/2... Discriminator Loss: 1.1693... Generator Loss: 0.6677 Epoch 1/2... Discriminator Loss: 1.6474... Generator Loss: 0.6696 Epoch 1/2... Discriminator Loss: 1.3151... Generator Loss: 1.0402 Epoch 1/2... Discriminator Loss: 1.2418... Generator Loss: 0.8154 Epoch 1/2... Discriminator Loss: 1.5133... Generator Loss: 0.3415 Epoch 1/2... Discriminator Loss: 1.3773... Generator Loss: 1.0313
Epoch 1/2... Discriminator Loss: 1.5010... Generator Loss: 0.6745 Epoch 1/2... Discriminator Loss: 1.4075... Generator Loss: 1.5289 Epoch 1/2... Discriminator Loss: 1.4611... Generator Loss: 0.5094 Epoch 1/2... Discriminator Loss: 1.4350... Generator Loss: 0.6958 Epoch 1/2... Discriminator Loss: 1.0004... Generator Loss: 1.3129 Epoch 1/2... Discriminator Loss: 1.2423... Generator Loss: 1.2094 Epoch 1/2... Discriminator Loss: 1.6787... Generator Loss: 0.2310 Epoch 1/2... Discriminator Loss: 1.5953... Generator Loss: 0.4462 Epoch 1/2... Discriminator Loss: 1.4348... Generator Loss: 0.5232 Epoch 1/2... Discriminator Loss: 1.3657... Generator Loss: 0.7008
Epoch 1/2... Discriminator Loss: 1.4114... Generator Loss: 0.8900 Epoch 1/2... Discriminator Loss: 1.4384... Generator Loss: 0.3711 Epoch 1/2... Discriminator Loss: 1.1257... Generator Loss: 0.8817 Epoch 1/2... Discriminator Loss: 1.2339... Generator Loss: 0.4795 Epoch 1/2... Discriminator Loss: 0.7178... Generator Loss: 1.2225 Epoch 1/2... Discriminator Loss: 1.4343... Generator Loss: 0.6800 Epoch 1/2... Discriminator Loss: 1.2546... Generator Loss: 0.6644 Epoch 1/2... Discriminator Loss: 1.6479... Generator Loss: 0.7346 Epoch 1/2... Discriminator Loss: 1.0303... Generator Loss: 0.7116 Epoch 1/2... Discriminator Loss: 1.6185... Generator Loss: 0.3861
Epoch 1/2... Discriminator Loss: 1.4570... Generator Loss: 0.5092 Epoch 1/2... Discriminator Loss: 1.8344... Generator Loss: 0.4802 Epoch 1/2... Discriminator Loss: 2.0210... Generator Loss: 0.5647 Epoch 1/2... Discriminator Loss: 1.0645... Generator Loss: 1.0725 Epoch 1/2... Discriminator Loss: 1.2599... Generator Loss: 0.7568 Epoch 1/2... Discriminator Loss: 1.2235... Generator Loss: 0.6404 Epoch 1/2... Discriminator Loss: 1.6259... Generator Loss: 0.7130 Epoch 1/2... Discriminator Loss: 1.2521... Generator Loss: 0.6970 Epoch 1/2... Discriminator Loss: 1.6182... Generator Loss: 0.3893 Epoch 1/2... Discriminator Loss: 1.5750... Generator Loss: 0.7098
Epoch 1/2... Discriminator Loss: 1.5523... Generator Loss: 0.7217 Epoch 1/2... Discriminator Loss: 1.5165... Generator Loss: 1.0709 Epoch 1/2... Discriminator Loss: 1.4664... Generator Loss: 0.4452 Epoch 1/2... Discriminator Loss: 1.4700... Generator Loss: 0.6151 Epoch 1/2... Discriminator Loss: 2.1517... Generator Loss: 0.7885 Epoch 1/2... Discriminator Loss: 1.8848... Generator Loss: 0.2148 Epoch 1/2... Discriminator Loss: 1.5650... Generator Loss: 0.7615 Epoch 1/2... Discriminator Loss: 1.2519... Generator Loss: 0.6221 Epoch 1/2... Discriminator Loss: 1.5996... Generator Loss: 0.4962 Epoch 1/2... Discriminator Loss: 1.4794... Generator Loss: 0.8243
Epoch 1/2... Discriminator Loss: 1.3899... Generator Loss: 0.6676 Epoch 1/2... Discriminator Loss: 0.9492... Generator Loss: 0.7684 Epoch 1/2... Discriminator Loss: 0.8136... Generator Loss: 1.0369 Epoch 1/2... Discriminator Loss: 1.5060... Generator Loss: 0.9194 Epoch 1/2... Discriminator Loss: 1.1798... Generator Loss: 0.8983 Epoch 1/2... Discriminator Loss: 1.3111... Generator Loss: 0.7303 Epoch 1/2... Discriminator Loss: 1.2072... Generator Loss: 1.0679 Epoch 1/2... Discriminator Loss: 1.6084... Generator Loss: 0.9242 Epoch 1/2... Discriminator Loss: 0.9600... Generator Loss: 1.1748 Epoch 1/2... Discriminator Loss: 1.5752... Generator Loss: 1.2399
Epoch 1/2... Discriminator Loss: 1.5908... Generator Loss: 1.6382 Epoch 1/2... Discriminator Loss: 1.5318... Generator Loss: 0.7742 Epoch 1/2... Discriminator Loss: 1.6108... Generator Loss: 1.3806 Epoch 1/2... Discriminator Loss: 1.5273... Generator Loss: 0.7186 Epoch 1/2... Discriminator Loss: 1.1098... Generator Loss: 0.9626 Epoch 1/2... Discriminator Loss: 1.2345... Generator Loss: 1.0696 Epoch 1/2... Discriminator Loss: 1.4062... Generator Loss: 1.0968 Epoch 1/2... Discriminator Loss: 1.5526... Generator Loss: 1.3320 Epoch 1/2... Discriminator Loss: 1.1894... Generator Loss: 0.7153 Epoch 1/2... Discriminator Loss: 1.3515... Generator Loss: 0.6508
Epoch 1/2... Discriminator Loss: 0.7809... Generator Loss: 1.3346 Epoch 1/2... Discriminator Loss: 1.7802... Generator Loss: 0.3378 Epoch 1/2... Discriminator Loss: 1.4124... Generator Loss: 0.5053 Epoch 1/2... Discriminator Loss: 1.7912... Generator Loss: 0.4098 Epoch 1/2... Discriminator Loss: 1.1714... Generator Loss: 0.6885 Epoch 2/2... Discriminator Loss: 1.2959... Generator Loss: 0.8469 Epoch 2/2... Discriminator Loss: 1.5590... Generator Loss: 0.9335 Epoch 2/2... Discriminator Loss: 2.0647... Generator Loss: 0.4660 Epoch 2/2... Discriminator Loss: 1.3481... Generator Loss: 0.9236 Epoch 2/2... Discriminator Loss: 1.8608... Generator Loss: 0.3339
Epoch 2/2... Discriminator Loss: 1.5753... Generator Loss: 0.4153 Epoch 2/2... Discriminator Loss: 1.2320... Generator Loss: 1.0928 Epoch 2/2... Discriminator Loss: 1.5775... Generator Loss: 0.9891 Epoch 2/2... Discriminator Loss: 1.1313... Generator Loss: 0.9964 Epoch 2/2... Discriminator Loss: 1.6051... Generator Loss: 0.5454 Epoch 2/2... Discriminator Loss: 1.1439... Generator Loss: 1.0023 Epoch 2/2... Discriminator Loss: 1.6456... Generator Loss: 0.5543 Epoch 2/2... Discriminator Loss: 0.9874... Generator Loss: 1.3769 Epoch 2/2... Discriminator Loss: 1.6772... Generator Loss: 0.4961 Epoch 2/2... Discriminator Loss: 1.2879... Generator Loss: 0.5918
Epoch 2/2... Discriminator Loss: 1.1329... Generator Loss: 0.4254 Epoch 2/2... Discriminator Loss: 1.3438... Generator Loss: 0.9754 Epoch 2/2... Discriminator Loss: 2.0008... Generator Loss: 0.4765 Epoch 2/2... Discriminator Loss: 1.3581... Generator Loss: 0.9235 Epoch 2/2... Discriminator Loss: 1.4223... Generator Loss: 0.8791 Epoch 2/2... Discriminator Loss: 1.5105... Generator Loss: 0.5212 Epoch 2/2... Discriminator Loss: 0.9093... Generator Loss: 1.1811 Epoch 2/2... Discriminator Loss: 1.2581... Generator Loss: 0.9800 Epoch 2/2... Discriminator Loss: 0.8256... Generator Loss: 1.2266 Epoch 2/2... Discriminator Loss: 1.3180... Generator Loss: 0.9422
Epoch 2/2... Discriminator Loss: 1.6538... Generator Loss: 0.5799 Epoch 2/2... Discriminator Loss: 1.6432... Generator Loss: 0.6257 Epoch 2/2... Discriminator Loss: 1.0745... Generator Loss: 0.7612 Epoch 2/2... Discriminator Loss: 1.2751... Generator Loss: 0.8304 Epoch 2/2... Discriminator Loss: 1.0705... Generator Loss: 1.0564 Epoch 2/2... Discriminator Loss: 1.6372... Generator Loss: 0.5221 Epoch 2/2... Discriminator Loss: 1.3370... Generator Loss: 1.0241 Epoch 2/2... Discriminator Loss: 1.0334... Generator Loss: 1.0845 Epoch 2/2... Discriminator Loss: 1.3929... Generator Loss: 0.6328 Epoch 2/2... Discriminator Loss: 1.3187... Generator Loss: 0.6295
Epoch 2/2... Discriminator Loss: 1.4330... Generator Loss: 1.3007 Epoch 2/2... Discriminator Loss: 1.4408... Generator Loss: 0.7335 Epoch 2/2... Discriminator Loss: 1.5345... Generator Loss: 0.4178 Epoch 2/2... Discriminator Loss: 1.3300... Generator Loss: 1.0936 Epoch 2/2... Discriminator Loss: 1.9217... Generator Loss: 0.4782 Epoch 2/2... Discriminator Loss: 1.3872... Generator Loss: 0.7098 Epoch 2/2... Discriminator Loss: 1.1202... Generator Loss: 0.8901 Epoch 2/2... Discriminator Loss: 1.3630... Generator Loss: 0.5601 Epoch 2/2... Discriminator Loss: 1.2224... Generator Loss: 1.0418 Epoch 2/2... Discriminator Loss: 1.3830... Generator Loss: 0.8210
Epoch 2/2... Discriminator Loss: 1.2812... Generator Loss: 1.4850 Epoch 2/2... Discriminator Loss: 2.3459... Generator Loss: 0.5409 Epoch 2/2... Discriminator Loss: 1.0189... Generator Loss: 0.7404 Epoch 2/2... Discriminator Loss: 1.5496... Generator Loss: 0.2969 Epoch 2/2... Discriminator Loss: 1.0424... Generator Loss: 1.0175 Epoch 2/2... Discriminator Loss: 2.2097... Generator Loss: 0.3903 Epoch 2/2... Discriminator Loss: 1.2038... Generator Loss: 1.3982 Epoch 2/2... Discriminator Loss: 1.4160... Generator Loss: 0.6758 Epoch 2/2... Discriminator Loss: 1.4264... Generator Loss: 0.4684 Epoch 2/2... Discriminator Loss: 1.3960... Generator Loss: 0.6191
Epoch 2/2... Discriminator Loss: 1.6051... Generator Loss: 0.2689 Epoch 2/2... Discriminator Loss: 1.6822... Generator Loss: 0.7923 Epoch 2/2... Discriminator Loss: 1.3280... Generator Loss: 0.9019 Epoch 2/2... Discriminator Loss: 0.9203... Generator Loss: 0.8872 Epoch 2/2... Discriminator Loss: 1.6824... Generator Loss: 0.5123 Epoch 2/2... Discriminator Loss: 1.4406... Generator Loss: 1.1645 Epoch 2/2... Discriminator Loss: 0.9335... Generator Loss: 1.5602 Epoch 2/2... Discriminator Loss: 1.9788... Generator Loss: 0.7974 Epoch 2/2... Discriminator Loss: 1.2673... Generator Loss: 0.7243 Epoch 2/2... Discriminator Loss: 1.4883... Generator Loss: 0.6665
Epoch 2/2... Discriminator Loss: 1.6155... Generator Loss: 1.0312 Epoch 2/2... Discriminator Loss: 1.1170... Generator Loss: 0.7889 Epoch 2/2... Discriminator Loss: 1.6434... Generator Loss: 0.7077 Epoch 2/2... Discriminator Loss: 0.7411... Generator Loss: 0.8167 Epoch 2/2... Discriminator Loss: 1.2161... Generator Loss: 0.7776 Epoch 2/2... Discriminator Loss: 1.5171... Generator Loss: 0.6981 Epoch 2/2... Discriminator Loss: 1.3347... Generator Loss: 1.1064 Epoch 2/2... Discriminator Loss: 1.8441... Generator Loss: 1.0439 Epoch 2/2... Discriminator Loss: 1.2984... Generator Loss: 1.0602 Epoch 2/2... Discriminator Loss: 1.4422... Generator Loss: 1.6752
Epoch 2/2... Discriminator Loss: 1.9831... Generator Loss: 0.7884 Epoch 2/2... Discriminator Loss: 1.2626... Generator Loss: 0.6733 Epoch 2/2... Discriminator Loss: 0.9724... Generator Loss: 0.7955 Epoch 2/2... Discriminator Loss: 1.2031... Generator Loss: 0.6299 Epoch 2/2... Discriminator Loss: 1.4493... Generator Loss: 0.6361 Epoch 2/2... Discriminator Loss: 1.5476... Generator Loss: 0.5262 Epoch 2/2... Discriminator Loss: 1.3390... Generator Loss: 1.2522 Epoch 2/2... Discriminator Loss: 1.4992... Generator Loss: 0.4166 Epoch 2/2... Discriminator Loss: 1.3148... Generator Loss: 1.2909 Epoch 2/2... Discriminator Loss: 1.1160... Generator Loss: 0.8081
Epoch 2/2... Discriminator Loss: 1.3835... Generator Loss: 0.7233 Epoch 2/2... Discriminator Loss: 1.2148... Generator Loss: 0.6930 Epoch 2/2... Discriminator Loss: 1.2722... Generator Loss: 1.1930 Epoch 2/2... Discriminator Loss: 1.1899... Generator Loss: 1.1070 Epoch 2/2... Discriminator Loss: 1.8106... Generator Loss: 1.8816 Epoch 2/2... Discriminator Loss: 1.3969... Generator Loss: 0.7662 Epoch 2/2... Discriminator Loss: 1.2651... Generator Loss: 0.5356 Epoch 2/2... Discriminator Loss: 1.5348... Generator Loss: 0.5595 Epoch 2/2... Discriminator Loss: 1.7869... Generator Loss: 0.4612 Epoch 2/2... Discriminator Loss: 1.4152... Generator Loss: 0.7719
Epoch 2/2... Discriminator Loss: 1.6354... Generator Loss: 0.4682 Epoch 2/2... Discriminator Loss: 1.2144... Generator Loss: 1.1375 Epoch 2/2... Discriminator Loss: 1.7598... Generator Loss: 0.6177 Epoch 2/2... Discriminator Loss: 1.4908... Generator Loss: 0.8129 Epoch 2/2... Discriminator Loss: 1.9423... Generator Loss: 1.0276 Epoch 2/2... Discriminator Loss: 1.5201... Generator Loss: 0.5350 Epoch 2/2... Discriminator Loss: 1.5409... Generator Loss: 1.0789 Epoch 2/2... Discriminator Loss: 0.9021... Generator Loss: 1.0188 Epoch 2/2... Discriminator Loss: 1.4215... Generator Loss: 0.9850 Epoch 2/2... Discriminator Loss: 1.4363... Generator Loss: 0.9573
Epoch 2/2... Discriminator Loss: 1.1830... Generator Loss: 0.5105 Epoch 2/2... Discriminator Loss: 1.8171... Generator Loss: 0.7091 Epoch 2/2... Discriminator Loss: 0.8683... Generator Loss: 0.8150 Epoch 2/2... Discriminator Loss: 1.1893... Generator Loss: 1.4705 Epoch 2/2... Discriminator Loss: 1.1993... Generator Loss: 0.6501 Epoch 2/2... Discriminator Loss: 1.3045... Generator Loss: 0.7414 Epoch 2/2... Discriminator Loss: 1.3776... Generator Loss: 0.5066 Epoch 2/2... Discriminator Loss: 0.9206... Generator Loss: 0.9906 Epoch 2/2... Discriminator Loss: 1.8663... Generator Loss: 1.0585 Epoch 2/2... Discriminator Loss: 1.4585... Generator Loss: 1.4784
Epoch 2/2... Discriminator Loss: 1.3237... Generator Loss: 0.7439 Epoch 2/2... Discriminator Loss: 1.1483... Generator Loss: 1.1353 Epoch 2/2... Discriminator Loss: 2.1394... Generator Loss: 0.2924 Epoch 2/2... Discriminator Loss: 1.4218... Generator Loss: 0.8329 Epoch 2/2... Discriminator Loss: 1.2557... Generator Loss: 1.2527 Epoch 2/2... Discriminator Loss: 1.7464... Generator Loss: 0.5455 Epoch 2/2... Discriminator Loss: 1.5503... Generator Loss: 1.1189 Epoch 2/2... Discriminator Loss: 1.0856... Generator Loss: 0.5805 Epoch 2/2... Discriminator Loss: 1.2751... Generator Loss: 0.4202 Epoch 2/2... Discriminator Loss: 1.1224... Generator Loss: 1.2237
Epoch 2/2... Discriminator Loss: 0.8794... Generator Loss: 1.8036 Epoch 2/2... Discriminator Loss: 2.1545... Generator Loss: 0.5017 Epoch 2/2... Discriminator Loss: 1.4191... Generator Loss: 1.0971 Epoch 2/2... Discriminator Loss: 1.2027... Generator Loss: 0.6016 Epoch 2/2... Discriminator Loss: 1.0229... Generator Loss: 1.1560 Epoch 2/2... Discriminator Loss: 1.3499... Generator Loss: 0.6960 Epoch 2/2... Discriminator Loss: 1.4105... Generator Loss: 0.6322 Epoch 2/2... Discriminator Loss: 1.2626... Generator Loss: 0.7936 Epoch 2/2... Discriminator Loss: 1.3183... Generator Loss: 0.5152 Epoch 2/2... Discriminator Loss: 1.5564... Generator Loss: 0.5114
Epoch 2/2... Discriminator Loss: 1.0074... Generator Loss: 0.8824 Epoch 2/2... Discriminator Loss: 1.4807... Generator Loss: 1.1819 Epoch 2/2... Discriminator Loss: 0.9801... Generator Loss: 1.2663 Epoch 2/2... Discriminator Loss: 1.3586... Generator Loss: 0.6300 Epoch 2/2... Discriminator Loss: 1.8236... Generator Loss: 0.5843 Epoch 2/2... Discriminator Loss: 1.3117... Generator Loss: 0.8217 Epoch 2/2... Discriminator Loss: 1.5966... Generator Loss: 0.3488 Epoch 2/2... Discriminator Loss: 1.5406... Generator Loss: 0.5383 Epoch 2/2... Discriminator Loss: 1.5071... Generator Loss: 0.6023 Epoch 2/2... Discriminator Loss: 1.7482... Generator Loss: 0.5984
Epoch 2/2... Discriminator Loss: 1.7583... Generator Loss: 0.6136 Epoch 2/2... Discriminator Loss: 1.9282... Generator Loss: 1.0044 Epoch 2/2... Discriminator Loss: 1.1879... Generator Loss: 0.9925 Epoch 2/2... Discriminator Loss: 1.5789... Generator Loss: 0.4220 Epoch 2/2... Discriminator Loss: 0.9798... Generator Loss: 0.6924 Epoch 2/2... Discriminator Loss: 1.9164... Generator Loss: 0.4188 Epoch 2/2... Discriminator Loss: 1.3946... Generator Loss: 1.3234 Epoch 2/2... Discriminator Loss: 1.2363... Generator Loss: 0.7073 Epoch 2/2... Discriminator Loss: 1.6473... Generator Loss: 0.4794 Epoch 2/2... Discriminator Loss: 1.8687... Generator Loss: 1.3441
Epoch 2/2... Discriminator Loss: 1.4066... Generator Loss: 0.8133 Epoch 2/2... Discriminator Loss: 1.2635... Generator Loss: 0.6021 Epoch 2/2... Discriminator Loss: 1.3328... Generator Loss: 0.6852 Epoch 2/2... Discriminator Loss: 1.8227... Generator Loss: 0.8672 Epoch 2/2... Discriminator Loss: 0.9709... Generator Loss: 0.9080 Epoch 2/2... Discriminator Loss: 1.0871... Generator Loss: 1.3987 Epoch 2/2... Discriminator Loss: 1.8377... Generator Loss: 0.3868 Epoch 2/2... Discriminator Loss: 1.3564... Generator Loss: 0.6314 Epoch 2/2... Discriminator Loss: 0.9581... Generator Loss: 0.5376 Epoch 2/2... Discriminator Loss: 1.5491... Generator Loss: 0.3727
Epoch 2/2... Discriminator Loss: 1.4892... Generator Loss: 0.5741 Epoch 2/2... Discriminator Loss: 1.1033... Generator Loss: 1.3640 Epoch 2/2... Discriminator Loss: 1.5801... Generator Loss: 1.4895 Epoch 2/2... Discriminator Loss: 1.1400... Generator Loss: 0.5386 Epoch 2/2... Discriminator Loss: 1.2465... Generator Loss: 0.7774 Epoch 2/2... Discriminator Loss: 1.3293... Generator Loss: 0.7923 Epoch 2/2... Discriminator Loss: 1.6221... Generator Loss: 0.2977 Epoch 2/2... Discriminator Loss: 1.2771... Generator Loss: 0.8243 Epoch 2/2... Discriminator Loss: 1.7548... Generator Loss: 0.7799 Epoch 2/2... Discriminator Loss: 1.8083... Generator Loss: 0.6796
Epoch 2/2... Discriminator Loss: 1.5807... Generator Loss: 0.7278 Epoch 2/2... Discriminator Loss: 1.4115... Generator Loss: 0.9480 Epoch 2/2... Discriminator Loss: 1.2971... Generator Loss: 1.0173 Epoch 2/2... Discriminator Loss: 1.4067... Generator Loss: 1.0046 Epoch 2/2... Discriminator Loss: 1.6070... Generator Loss: 0.7657 Epoch 2/2... Discriminator Loss: 1.5370... Generator Loss: 0.7167 Epoch 2/2... Discriminator Loss: 1.4096... Generator Loss: 1.2404 Epoch 2/2... Discriminator Loss: 1.2212... Generator Loss: 1.4376 Epoch 2/2... Discriminator Loss: 0.8620... Generator Loss: 0.9661 Epoch 2/2... Discriminator Loss: 1.5202... Generator Loss: 0.6274
Epoch 2/2... Discriminator Loss: 1.2569... Generator Loss: 1.3799 Epoch 2/2... Discriminator Loss: 1.2960... Generator Loss: 1.3117 Epoch 2/2... Discriminator Loss: 1.3097... Generator Loss: 0.5947 Epoch 2/2... Discriminator Loss: 1.4722... Generator Loss: 0.4983 Epoch 2/2... Discriminator Loss: 1.5699... Generator Loss: 0.4690 Epoch 2/2... Discriminator Loss: 1.1489... Generator Loss: 1.0878 Epoch 2/2... Discriminator Loss: 1.6825... Generator Loss: 0.8660 Epoch 2/2... Discriminator Loss: 1.4952... Generator Loss: 0.4660 Epoch 2/2... Discriminator Loss: 1.2724... Generator Loss: 0.8727 Epoch 2/2... Discriminator Loss: 0.8699... Generator Loss: 0.6345
Epoch 2/2... Discriminator Loss: 1.3675... Generator Loss: 1.3188 Epoch 2/2... Discriminator Loss: 1.5289... Generator Loss: 0.9673 Epoch 2/2... Discriminator Loss: 1.7292... Generator Loss: 0.7442 Epoch 2/2... Discriminator Loss: 1.7807... Generator Loss: 0.7824 Epoch 2/2... Discriminator Loss: 0.9725... Generator Loss: 0.5792 Epoch 2/2... Discriminator Loss: 1.5479... Generator Loss: 0.6688 Epoch 2/2... Discriminator Loss: 1.9549... Generator Loss: 0.3714 Epoch 2/2... Discriminator Loss: 1.1772... Generator Loss: 1.6203 Epoch 2/2... Discriminator Loss: 1.4515... Generator Loss: 1.3587 Epoch 2/2... Discriminator Loss: 1.4054... Generator Loss: 0.3264
Epoch 2/2... Discriminator Loss: 1.5783... Generator Loss: 0.7230 Epoch 2/2... Discriminator Loss: 1.0745... Generator Loss: 1.5103 Epoch 2/2... Discriminator Loss: 1.6325... Generator Loss: 0.8144 Epoch 2/2... Discriminator Loss: 1.8734... Generator Loss: 0.6148 Epoch 2/2... Discriminator Loss: 1.9153... Generator Loss: 0.8740 Epoch 2/2... Discriminator Loss: 1.1417... Generator Loss: 1.1030 Epoch 2/2... Discriminator Loss: 1.2027... Generator Loss: 1.1189 Epoch 2/2... Discriminator Loss: 1.2578... Generator Loss: 1.5488 Epoch 2/2... Discriminator Loss: 1.5099... Generator Loss: 0.7267 Epoch 2/2... Discriminator Loss: 1.6558... Generator Loss: 0.7781
Epoch 2/2... Discriminator Loss: 1.0694... Generator Loss: 1.3204 Epoch 2/2... Discriminator Loss: 1.5933... Generator Loss: 0.7042 Epoch 2/2... Discriminator Loss: 1.0169... Generator Loss: 1.0200 Epoch 2/2... Discriminator Loss: 1.3825... Generator Loss: 0.9754 Epoch 2/2... Discriminator Loss: 1.2669... Generator Loss: 0.6609 Epoch 2/2... Discriminator Loss: 1.7826... Generator Loss: 0.4541 Epoch 2/2... Discriminator Loss: 1.2296... Generator Loss: 0.6527 Epoch 2/2... Discriminator Loss: 0.8892... Generator Loss: 0.8832 Epoch 2/2... Discriminator Loss: 1.0669... Generator Loss: 0.6709 Epoch 2/2... Discriminator Loss: 0.7248... Generator Loss: 1.6118
Epoch 2/2... Discriminator Loss: 1.4598... Generator Loss: 0.9676 Epoch 2/2... Discriminator Loss: 1.2304... Generator Loss: 0.9793 Epoch 2/2... Discriminator Loss: 1.2930... Generator Loss: 0.6825 Epoch 2/2... Discriminator Loss: 1.2192... Generator Loss: 0.9881 Epoch 2/2... Discriminator Loss: 1.9130... Generator Loss: 0.3789 Epoch 2/2... Discriminator Loss: 1.6787... Generator Loss: 0.6684 Epoch 2/2... Discriminator Loss: 1.4412... Generator Loss: 0.6310 Epoch 2/2... Discriminator Loss: 1.3749... Generator Loss: 0.7413 Epoch 2/2... Discriminator Loss: 1.9508... Generator Loss: 0.6849 Epoch 2/2... Discriminator Loss: 2.0875... Generator Loss: 0.3765
Epoch 2/2... Discriminator Loss: 2.3578... Generator Loss: 0.2427 Epoch 2/2... Discriminator Loss: 1.2760... Generator Loss: 0.9604 Epoch 2/2... Discriminator Loss: 1.7272... Generator Loss: 0.7754 Epoch 2/2... Discriminator Loss: 1.1489... Generator Loss: 1.5779 Epoch 2/2... Discriminator Loss: 1.9020... Generator Loss: 0.2199 Epoch 2/2... Discriminator Loss: 1.4086... Generator Loss: 0.5735 Epoch 2/2... Discriminator Loss: 1.0913... Generator Loss: 1.3039 Epoch 2/2... Discriminator Loss: 1.3664... Generator Loss: 0.8985 Epoch 2/2... Discriminator Loss: 1.2729... Generator Loss: 0.7245 Epoch 2/2... Discriminator Loss: 1.2653... Generator Loss: 0.5005
Epoch 2/2... Discriminator Loss: 1.3643... Generator Loss: 0.4952 Epoch 2/2... Discriminator Loss: 1.6583... Generator Loss: 0.3607 Epoch 2/2... Discriminator Loss: 1.5979... Generator Loss: 0.5688 Epoch 2/2... Discriminator Loss: 1.6645... Generator Loss: 0.8946 Epoch 2/2... Discriminator Loss: 1.2311... Generator Loss: 0.9681 Epoch 2/2... Discriminator Loss: 0.9878... Generator Loss: 1.0322 Epoch 2/2... Discriminator Loss: 1.2389... Generator Loss: 0.9164 Epoch 2/2... Discriminator Loss: 1.5711... Generator Loss: 0.4246 Epoch 2/2... Discriminator Loss: 1.1430... Generator Loss: 0.9739 Epoch 2/2... Discriminator Loss: 1.2411... Generator Loss: 1.5293
Epoch 2/2... Discriminator Loss: 0.9615... Generator Loss: 0.6487 Epoch 2/2... Discriminator Loss: 1.2694... Generator Loss: 0.8208 Epoch 2/2... Discriminator Loss: 1.2285... Generator Loss: 0.7225 Epoch 2/2... Discriminator Loss: 1.5443... Generator Loss: 1.4730 Epoch 2/2... Discriminator Loss: 1.4253... Generator Loss: 0.3575 Epoch 2/2... Discriminator Loss: 1.4545... Generator Loss: 0.6262 Epoch 2/2... Discriminator Loss: 1.8355... Generator Loss: 0.5507 Epoch 2/2... Discriminator Loss: 1.8372... Generator Loss: 0.4117 Epoch 2/2... Discriminator Loss: 1.3849... Generator Loss: 0.9605 Epoch 2/2... Discriminator Loss: 1.7662... Generator Loss: 0.7302
Epoch 2/2... Discriminator Loss: 1.7994... Generator Loss: 0.3132 Epoch 2/2... Discriminator Loss: 1.5993... Generator Loss: 0.7386 Epoch 2/2... Discriminator Loss: 1.4460... Generator Loss: 0.4135 Epoch 2/2... Discriminator Loss: 1.1946... Generator Loss: 0.7591 Epoch 2/2... Discriminator Loss: 1.4860... Generator Loss: 0.3991 Epoch 2/2... Discriminator Loss: 0.8774... Generator Loss: 0.9053 Epoch 2/2... Discriminator Loss: 0.9554... Generator Loss: 1.3575 Epoch 2/2... Discriminator Loss: 1.7719... Generator Loss: 0.6551 Epoch 2/2... Discriminator Loss: 1.0386... Generator Loss: 0.8389 Epoch 2/2... Discriminator Loss: 1.8685... Generator Loss: 0.8922
Epoch 2/2... Discriminator Loss: 2.2429... Generator Loss: 0.3317 Epoch 2/2... Discriminator Loss: 1.6583... Generator Loss: 0.3542 Epoch 2/2... Discriminator Loss: 0.8758... Generator Loss: 1.4670 Epoch 2/2... Discriminator Loss: 1.4332... Generator Loss: 1.5231 Epoch 2/2... Discriminator Loss: 1.4111... Generator Loss: 0.8414 Epoch 2/2... Discriminator Loss: 1.3549... Generator Loss: 0.9053 Epoch 2/2... Discriminator Loss: 1.1830... Generator Loss: 1.4374 Epoch 2/2... Discriminator Loss: 0.9577... Generator Loss: 1.3602 Epoch 2/2... Discriminator Loss: 1.1226... Generator Loss: 1.3133 Epoch 2/2... Discriminator Loss: 1.2290... Generator Loss: 0.8889
Epoch 2/2... Discriminator Loss: 1.8206... Generator Loss: 0.4629 Epoch 2/2... Discriminator Loss: 1.9520... Generator Loss: 0.4826 Epoch 2/2... Discriminator Loss: 1.2260... Generator Loss: 0.4519 Epoch 2/2... Discriminator Loss: 1.3148... Generator Loss: 1.1385 Epoch 2/2... Discriminator Loss: 1.2900... Generator Loss: 0.6553 Epoch 2/2... Discriminator Loss: 1.4856... Generator Loss: 0.1949 Epoch 2/2... Discriminator Loss: 1.2440... Generator Loss: 0.6155 Epoch 2/2... Discriminator Loss: 1.2242... Generator Loss: 0.9617 Epoch 2/2... Discriminator Loss: 1.5031... Generator Loss: 0.7100 Epoch 2/2... Discriminator Loss: 1.3807... Generator Loss: 0.7590
Epoch 2/2... Discriminator Loss: 1.1457... Generator Loss: 1.0976 Epoch 2/2... Discriminator Loss: 0.8827... Generator Loss: 1.1266 Epoch 2/2... Discriminator Loss: 1.4657... Generator Loss: 1.0422 Epoch 2/2... Discriminator Loss: 1.1059... Generator Loss: 0.8964 Epoch 2/2... Discriminator Loss: 1.0957... Generator Loss: 0.7425 Epoch 2/2... Discriminator Loss: 1.3830... Generator Loss: 0.5051 Epoch 2/2... Discriminator Loss: 1.4302... Generator Loss: 0.7250 Epoch 2/2... Discriminator Loss: 1.2889... Generator Loss: 1.4117 Epoch 2/2... Discriminator Loss: 1.3653... Generator Loss: 1.9632 Epoch 2/2... Discriminator Loss: 2.1267... Generator Loss: 0.2531
Epoch 2/2... Discriminator Loss: 1.3460... Generator Loss: 0.5096 Epoch 2/2... Discriminator Loss: 1.2942... Generator Loss: 0.7701 Epoch 2/2... Discriminator Loss: 1.8998... Generator Loss: 0.3287 Epoch 2/2... Discriminator Loss: 1.1332... Generator Loss: 0.5419 Epoch 2/2... Discriminator Loss: 1.4519... Generator Loss: 0.6689 Epoch 2/2... Discriminator Loss: 1.0960... Generator Loss: 0.6973 Epoch 2/2... Discriminator Loss: 1.2994... Generator Loss: 1.0279 Epoch 2/2... Discriminator Loss: 1.8118... Generator Loss: 0.7151 Epoch 2/2... Discriminator Loss: 1.1056... Generator Loss: 0.4746 Epoch 2/2... Discriminator Loss: 1.4105... Generator Loss: 0.8284
Epoch 2/2... Discriminator Loss: 1.0459... Generator Loss: 1.0061 Epoch 2/2... Discriminator Loss: 1.5949... Generator Loss: 0.5180 Epoch 2/2... Discriminator Loss: 1.3964... Generator Loss: 0.3463 Epoch 2/2... Discriminator Loss: 1.3132... Generator Loss: 0.6621 Epoch 2/2... Discriminator Loss: 1.6572... Generator Loss: 0.9142 Epoch 2/2... Discriminator Loss: 1.1166... Generator Loss: 0.7115 Epoch 2/2... Discriminator Loss: 1.8326... Generator Loss: 0.2850 Epoch 2/2... Discriminator Loss: 1.2514... Generator Loss: 1.2836 Epoch 2/2... Discriminator Loss: 1.0671... Generator Loss: 1.1783 Epoch 2/2... Discriminator Loss: 1.0827... Generator Loss: 1.7164
Epoch 2/2... Discriminator Loss: 1.0492... Generator Loss: 0.8035 Epoch 2/2... Discriminator Loss: 1.1933... Generator Loss: 0.6294 Epoch 2/2... Discriminator Loss: 1.7033... Generator Loss: 0.6430 Epoch 2/2... Discriminator Loss: 1.6266... Generator Loss: 0.8291 Epoch 2/2... Discriminator Loss: 1.5137... Generator Loss: 0.3956 Epoch 2/2... Discriminator Loss: 1.1778... Generator Loss: 0.8152 Epoch 2/2... Discriminator Loss: 1.4329... Generator Loss: 0.8257 Epoch 2/2... Discriminator Loss: 0.8152... Generator Loss: 1.3274 Epoch 2/2... Discriminator Loss: 1.0328... Generator Loss: 1.0732 Epoch 2/2... Discriminator Loss: 2.0532... Generator Loss: 1.0715
Epoch 2/2... Discriminator Loss: 1.5260... Generator Loss: 0.9328 Epoch 2/2... Discriminator Loss: 1.5582... Generator Loss: 0.7002 Epoch 2/2... Discriminator Loss: 1.2433... Generator Loss: 0.3545 Epoch 2/2... Discriminator Loss: 0.9145... Generator Loss: 0.6292 Epoch 2/2... Discriminator Loss: 1.1450... Generator Loss: 0.7780 Epoch 2/2... Discriminator Loss: 1.4262... Generator Loss: 0.9768 Epoch 2/2... Discriminator Loss: 1.2116... Generator Loss: 0.9771 Epoch 2/2... Discriminator Loss: 1.4203... Generator Loss: 0.7632 Epoch 2/2... Discriminator Loss: 0.9871... Generator Loss: 1.5788 Epoch 2/2... Discriminator Loss: 1.7250... Generator Loss: 0.8538
Epoch 2/2... Discriminator Loss: 1.2915... Generator Loss: 1.4317 Epoch 2/2... Discriminator Loss: 1.2719... Generator Loss: 1.4870 Epoch 2/2... Discriminator Loss: 1.7602... Generator Loss: 0.8401 Epoch 2/2... Discriminator Loss: 1.0135... Generator Loss: 0.4574 Epoch 2/2... Discriminator Loss: 1.2497... Generator Loss: 0.4282 Epoch 2/2... Discriminator Loss: 0.7096... Generator Loss: 1.0641 Epoch 2/2... Discriminator Loss: 1.6452... Generator Loss: 1.1017 Epoch 2/2... Discriminator Loss: 1.3214... Generator Loss: 0.4458 Epoch 2/2... Discriminator Loss: 1.1975... Generator Loss: 1.2494 Epoch 2/2... Discriminator Loss: 1.3447... Generator Loss: 0.5354
Epoch 2/2... Discriminator Loss: 0.6892... Generator Loss: 1.8602 Epoch 2/2... Discriminator Loss: 1.6043... Generator Loss: 0.8929 Epoch 2/2... Discriminator Loss: 1.6667... Generator Loss: 0.3549 Epoch 2/2... Discriminator Loss: 1.6433... Generator Loss: 0.9401 Epoch 2/2... Discriminator Loss: 1.7655... Generator Loss: 0.9707 Epoch 2/2... Discriminator Loss: 1.0761... Generator Loss: 0.8560 Epoch 2/2... Discriminator Loss: 0.8800... Generator Loss: 0.7476 Epoch 2/2... Discriminator Loss: 1.4598... Generator Loss: 0.5819 Epoch 2/2... Discriminator Loss: 1.7704... Generator Loss: 0.8285 Epoch 2/2... Discriminator Loss: 1.2089... Generator Loss: 1.7093
Epoch 2/2... Discriminator Loss: 1.2569... Generator Loss: 1.0968 Epoch 2/2... Discriminator Loss: 1.2117... Generator Loss: 0.6744 Epoch 2/2... Discriminator Loss: 1.7331... Generator Loss: 0.4617 Epoch 2/2... Discriminator Loss: 1.0322... Generator Loss: 1.2455 Epoch 2/2... Discriminator Loss: 1.5401... Generator Loss: 0.7486 Epoch 2/2... Discriminator Loss: 1.3382... Generator Loss: 0.8551 Epoch 2/2... Discriminator Loss: 1.1035... Generator Loss: 0.7133 Epoch 2/2... Discriminator Loss: 2.2190... Generator Loss: 0.3148 Epoch 2/2... Discriminator Loss: 1.4681... Generator Loss: 0.3602 Epoch 2/2... Discriminator Loss: 1.0573... Generator Loss: 1.0020
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 16
z_dim = 200s
learning_rate = 0.0004
beta1 = 0.3
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Discriminator Loss: 0.7069... Generator Loss: 1.1531 Epoch 1/1... Discriminator Loss: 0.7951... Generator Loss: 0.8916 Epoch 1/1... Discriminator Loss: 0.7303... Generator Loss: 0.8577 Epoch 1/1... Discriminator Loss: 2.2635... Generator Loss: 0.5144 Epoch 1/1... Discriminator Loss: 0.8500... Generator Loss: 2.2804 Epoch 1/1... Discriminator Loss: 2.1193... Generator Loss: 0.8660 Epoch 1/1... Discriminator Loss: 0.6939... Generator Loss: 1.6465 Epoch 1/1... Discriminator Loss: 1.2472... Generator Loss: 0.9753 Epoch 1/1... Discriminator Loss: 1.0891... Generator Loss: 1.6303 Epoch 1/1... Discriminator Loss: 0.4138... Generator Loss: 2.1883
Epoch 1/1... Discriminator Loss: 1.5577... Generator Loss: 0.8011 Epoch 1/1... Discriminator Loss: 0.4269... Generator Loss: 1.2418 Epoch 1/1... Discriminator Loss: 0.2844... Generator Loss: 1.9195 Epoch 1/1... Discriminator Loss: 0.9292... Generator Loss: 0.6377 Epoch 1/1... Discriminator Loss: 0.2542... Generator Loss: 2.6957 Epoch 1/1... Discriminator Loss: 0.2665... Generator Loss: 3.3088 Epoch 1/1... Discriminator Loss: 1.7169... Generator Loss: 6.3266 Epoch 1/1... Discriminator Loss: 1.3464... Generator Loss: 0.7209 Epoch 1/1... Discriminator Loss: 0.9743... Generator Loss: 4.5103 Epoch 1/1... Discriminator Loss: 0.6924... Generator Loss: 1.8903
Epoch 1/1... Discriminator Loss: 1.0935... Generator Loss: 1.0445 Epoch 1/1... Discriminator Loss: 2.8041... Generator Loss: 0.0665 Epoch 1/1... Discriminator Loss: 0.9735... Generator Loss: 0.3251 Epoch 1/1... Discriminator Loss: 2.1347... Generator Loss: 0.1654 Epoch 1/1... Discriminator Loss: 0.6255... Generator Loss: 1.7213 Epoch 1/1... Discriminator Loss: 0.4680... Generator Loss: 1.8093 Epoch 1/1... Discriminator Loss: 0.9308... Generator Loss: 0.8910 Epoch 1/1... Discriminator Loss: 0.6147... Generator Loss: 1.3983 Epoch 1/1... Discriminator Loss: 0.7936... Generator Loss: 3.3883 Epoch 1/1... Discriminator Loss: 2.5716... Generator Loss: 0.0941
Epoch 1/1... Discriminator Loss: 1.5846... Generator Loss: 1.2020 Epoch 1/1... Discriminator Loss: 3.7888... Generator Loss: 0.0522 Epoch 1/1... Discriminator Loss: 1.0568... Generator Loss: 0.7839 Epoch 1/1... Discriminator Loss: 1.8918... Generator Loss: 0.4028 Epoch 1/1... Discriminator Loss: 1.6978... Generator Loss: 0.4742 Epoch 1/1... Discriminator Loss: 1.4825... Generator Loss: 0.1991 Epoch 1/1... Discriminator Loss: 0.2963... Generator Loss: 3.2081 Epoch 1/1... Discriminator Loss: 1.8335... Generator Loss: 0.6809 Epoch 1/1... Discriminator Loss: 1.0050... Generator Loss: 1.2772 Epoch 1/1... Discriminator Loss: 1.3896... Generator Loss: 4.3886
Epoch 1/1... Discriminator Loss: 1.5878... Generator Loss: 0.3625 Epoch 1/1... Discriminator Loss: 0.5416... Generator Loss: 1.3683 Epoch 1/1... Discriminator Loss: 2.2994... Generator Loss: 1.2406 Epoch 1/1... Discriminator Loss: 2.0429... Generator Loss: 0.6210 Epoch 1/1... Discriminator Loss: 1.6037... Generator Loss: 0.3087 Epoch 1/1... Discriminator Loss: 0.2349... Generator Loss: 4.6031 Epoch 1/1... Discriminator Loss: 1.3775... Generator Loss: 0.5211 Epoch 1/1... Discriminator Loss: 1.4659... Generator Loss: 0.6971 Epoch 1/1... Discriminator Loss: 0.7208... Generator Loss: 1.3624 Epoch 1/1... Discriminator Loss: 0.5793... Generator Loss: 2.1330
Epoch 1/1... Discriminator Loss: 2.8966... Generator Loss: 0.1627 Epoch 1/1... Discriminator Loss: 1.4245... Generator Loss: 0.4367 Epoch 1/1... Discriminator Loss: 0.5928... Generator Loss: 3.5942 Epoch 1/1... Discriminator Loss: 2.1024... Generator Loss: 1.4205 Epoch 1/1... Discriminator Loss: 1.0755... Generator Loss: 1.6205 Epoch 1/1... Discriminator Loss: 0.3622... Generator Loss: 7.8700 Epoch 1/1... Discriminator Loss: 1.1783... Generator Loss: 2.0974 Epoch 1/1... Discriminator Loss: 1.8546... Generator Loss: 0.3511 Epoch 1/1... Discriminator Loss: 1.9484... Generator Loss: 0.4403 Epoch 1/1... Discriminator Loss: 1.4404... Generator Loss: 0.5724
Epoch 1/1... Discriminator Loss: 0.7079... Generator Loss: 0.9763 Epoch 1/1... Discriminator Loss: 0.9479... Generator Loss: 4.9360 Epoch 1/1... Discriminator Loss: 0.6830... Generator Loss: 1.2915 Epoch 1/1... Discriminator Loss: 0.5139... Generator Loss: 2.6160 Epoch 1/1... Discriminator Loss: 0.3202... Generator Loss: 2.3906 Epoch 1/1... Discriminator Loss: 1.5501... Generator Loss: 0.6967 Epoch 1/1... Discriminator Loss: 1.0820... Generator Loss: 1.0617 Epoch 1/1... Discriminator Loss: 0.9206... Generator Loss: 2.3249 Epoch 1/1... Discriminator Loss: 1.9567... Generator Loss: 0.2688 Epoch 1/1... Discriminator Loss: 0.3977... Generator Loss: 3.2202
Epoch 1/1... Discriminator Loss: 2.2075... Generator Loss: 0.3248 Epoch 1/1... Discriminator Loss: 0.6676... Generator Loss: 2.0615 Epoch 1/1... Discriminator Loss: 0.9132... Generator Loss: 1.5735 Epoch 1/1... Discriminator Loss: 1.2061... Generator Loss: 0.7819 Epoch 1/1... Discriminator Loss: 1.1156... Generator Loss: 2.2510 Epoch 1/1... Discriminator Loss: 1.8252... Generator Loss: 0.3995 Epoch 1/1... Discriminator Loss: 0.8192... Generator Loss: 2.5977 Epoch 1/1... Discriminator Loss: 1.3456... Generator Loss: 0.6566 Epoch 1/1... Discriminator Loss: 4.4842... Generator Loss: 3.5030 Epoch 1/1... Discriminator Loss: 2.0783... Generator Loss: 0.4075
Epoch 1/1... Discriminator Loss: 1.5203... Generator Loss: 0.8341 Epoch 1/1... Discriminator Loss: 0.9245... Generator Loss: 1.7061 Epoch 1/1... Discriminator Loss: 2.9141... Generator Loss: 0.0797 Epoch 1/1... Discriminator Loss: 0.8061... Generator Loss: 1.2324 Epoch 1/1... Discriminator Loss: 1.4637... Generator Loss: 0.6929 Epoch 1/1... Discriminator Loss: 1.5076... Generator Loss: 0.2472 Epoch 1/1... Discriminator Loss: 0.7205... Generator Loss: 1.9302 Epoch 1/1... Discriminator Loss: 1.0311... Generator Loss: 0.6384 Epoch 1/1... Discriminator Loss: 0.2258... Generator Loss: 2.2644 Epoch 1/1... Discriminator Loss: 2.3999... Generator Loss: 0.2551
Epoch 1/1... Discriminator Loss: 1.0231... Generator Loss: 1.2133 Epoch 1/1... Discriminator Loss: 0.5799... Generator Loss: 1.5963 Epoch 1/1... Discriminator Loss: 1.1368... Generator Loss: 1.0321 Epoch 1/1... Discriminator Loss: 0.7408... Generator Loss: 1.2475 Epoch 1/1... Discriminator Loss: 2.1635... Generator Loss: 0.5108 Epoch 1/1... Discriminator Loss: 0.9147... Generator Loss: 2.1903 Epoch 1/1... Discriminator Loss: 0.9186... Generator Loss: 0.7412 Epoch 1/1... Discriminator Loss: 1.9345... Generator Loss: 0.5500 Epoch 1/1... Discriminator Loss: 1.6590... Generator Loss: 0.7214 Epoch 1/1... Discriminator Loss: 2.2768... Generator Loss: 0.1726
Epoch 1/1... Discriminator Loss: 2.3597... Generator Loss: 0.3850 Epoch 1/1... Discriminator Loss: 1.4201... Generator Loss: 0.5568 Epoch 1/1... Discriminator Loss: 0.9641... Generator Loss: 0.9164 Epoch 1/1... Discriminator Loss: 2.3761... Generator Loss: 0.9956 Epoch 1/1... Discriminator Loss: 2.3084... Generator Loss: 0.1811 Epoch 1/1... Discriminator Loss: 0.7902... Generator Loss: 4.0917 Epoch 1/1... Discriminator Loss: 0.4604... Generator Loss: 1.9239 Epoch 1/1... Discriminator Loss: 0.7517... Generator Loss: 1.3076 Epoch 1/1... Discriminator Loss: 1.2739... Generator Loss: 1.0553 Epoch 1/1... Discriminator Loss: 0.6421... Generator Loss: 3.0743
Epoch 1/1... Discriminator Loss: 0.2989... Generator Loss: 3.5061 Epoch 1/1... Discriminator Loss: 0.5357... Generator Loss: 2.1195 Epoch 1/1... Discriminator Loss: 0.8198... Generator Loss: 2.4034 Epoch 1/1... Discriminator Loss: 4.9574... Generator Loss: 4.8465 Epoch 1/1... Discriminator Loss: 1.5715... Generator Loss: 0.5509 Epoch 1/1... Discriminator Loss: 1.1804... Generator Loss: 1.0281 Epoch 1/1... Discriminator Loss: 2.0919... Generator Loss: 0.4810 Epoch 1/1... Discriminator Loss: 1.0340... Generator Loss: 0.9485 Epoch 1/1... Discriminator Loss: 1.8309... Generator Loss: 0.3830 Epoch 1/1... Discriminator Loss: 1.4779... Generator Loss: 0.6257
Epoch 1/1... Discriminator Loss: 1.4638... Generator Loss: 1.6169 Epoch 1/1... Discriminator Loss: 2.2324... Generator Loss: 0.2578 Epoch 1/1... Discriminator Loss: 0.8078... Generator Loss: 1.1006 Epoch 1/1... Discriminator Loss: 1.8402... Generator Loss: 0.4521 Epoch 1/1... Discriminator Loss: 0.9044... Generator Loss: 0.8463 Epoch 1/1... Discriminator Loss: 0.8457... Generator Loss: 1.3557 Epoch 1/1... Discriminator Loss: 1.1798... Generator Loss: 0.7008 Epoch 1/1... Discriminator Loss: 1.1935... Generator Loss: 1.9445 Epoch 1/1... Discriminator Loss: 1.0585... Generator Loss: 1.0333 Epoch 1/1... Discriminator Loss: 0.4562... Generator Loss: 2.6008
Epoch 1/1... Discriminator Loss: 1.6592... Generator Loss: 1.8448 Epoch 1/1... Discriminator Loss: 1.2561... Generator Loss: 0.5876 Epoch 1/1... Discriminator Loss: 1.2858... Generator Loss: 0.8301 Epoch 1/1... Discriminator Loss: 1.3715... Generator Loss: 0.8822 Epoch 1/1... Discriminator Loss: 1.7222... Generator Loss: 0.4360 Epoch 1/1... Discriminator Loss: 1.6040... Generator Loss: 0.6599 Epoch 1/1... Discriminator Loss: 0.9992... Generator Loss: 1.7711 Epoch 1/1... Discriminator Loss: 1.7029... Generator Loss: 0.7144 Epoch 1/1... Discriminator Loss: 1.2919... Generator Loss: 1.2871 Epoch 1/1... Discriminator Loss: 1.5549... Generator Loss: 0.6897
Epoch 1/1... Discriminator Loss: 1.8152... Generator Loss: 0.7797 Epoch 1/1... Discriminator Loss: 0.4816... Generator Loss: 2.7730 Epoch 1/1... Discriminator Loss: 1.0341... Generator Loss: 1.1539 Epoch 1/1... Discriminator Loss: 1.1942... Generator Loss: 3.1480 Epoch 1/1... Discriminator Loss: 1.1568... Generator Loss: 0.8484 Epoch 1/1... Discriminator Loss: 1.7744... Generator Loss: 0.6371 Epoch 1/1... Discriminator Loss: 1.3546... Generator Loss: 0.4879 Epoch 1/1... Discriminator Loss: 1.5347... Generator Loss: 0.3310 Epoch 1/1... Discriminator Loss: 1.1442... Generator Loss: 0.4631 Epoch 1/1... Discriminator Loss: 2.4643... Generator Loss: 0.2806
Epoch 1/1... Discriminator Loss: 1.2309... Generator Loss: 0.6036 Epoch 1/1... Discriminator Loss: 1.5719... Generator Loss: 1.2574 Epoch 1/1... Discriminator Loss: 2.0383... Generator Loss: 0.7191 Epoch 1/1... Discriminator Loss: 1.9371... Generator Loss: 0.8600 Epoch 1/1... Discriminator Loss: 0.7831... Generator Loss: 1.3891 Epoch 1/1... Discriminator Loss: 1.0487... Generator Loss: 0.7995 Epoch 1/1... Discriminator Loss: 1.0810... Generator Loss: 1.0087 Epoch 1/1... Discriminator Loss: 1.3613... Generator Loss: 1.1489 Epoch 1/1... Discriminator Loss: 0.6828... Generator Loss: 1.7258 Epoch 1/1... Discriminator Loss: 1.0120... Generator Loss: 1.2594
Epoch 1/1... Discriminator Loss: 2.6061... Generator Loss: 0.1228 Epoch 1/1... Discriminator Loss: 0.7869... Generator Loss: 1.3407 Epoch 1/1... Discriminator Loss: 0.9200... Generator Loss: 0.7385 Epoch 1/1... Discriminator Loss: 0.7091... Generator Loss: 1.4669 Epoch 1/1... Discriminator Loss: 2.4493... Generator Loss: 0.1367 Epoch 1/1... Discriminator Loss: 1.2345... Generator Loss: 0.7517 Epoch 1/1... Discriminator Loss: 2.4705... Generator Loss: 0.7150 Epoch 1/1... Discriminator Loss: 1.5228... Generator Loss: 0.9662 Epoch 1/1... Discriminator Loss: 1.1853... Generator Loss: 0.7818 Epoch 1/1... Discriminator Loss: 1.6994... Generator Loss: 0.4933
Epoch 1/1... Discriminator Loss: 1.3470... Generator Loss: 0.5788 Epoch 1/1... Discriminator Loss: 1.3545... Generator Loss: 0.4143 Epoch 1/1... Discriminator Loss: 1.0673... Generator Loss: 0.8672 Epoch 1/1... Discriminator Loss: 1.7193... Generator Loss: 0.4712 Epoch 1/1... Discriminator Loss: 0.9694... Generator Loss: 1.0259 Epoch 1/1... Discriminator Loss: 0.9837... Generator Loss: 1.0221 Epoch 1/1... Discriminator Loss: 1.9525... Generator Loss: 0.2405 Epoch 1/1... Discriminator Loss: 0.9671... Generator Loss: 0.4614 Epoch 1/1... Discriminator Loss: 1.6440... Generator Loss: 0.6509 Epoch 1/1... Discriminator Loss: 0.8315... Generator Loss: 1.3852
Epoch 1/1... Discriminator Loss: 1.7676... Generator Loss: 1.1010 Epoch 1/1... Discriminator Loss: 0.8056... Generator Loss: 1.3985 Epoch 1/1... Discriminator Loss: 1.0747... Generator Loss: 0.7053 Epoch 1/1... Discriminator Loss: 1.8180... Generator Loss: 1.1420 Epoch 1/1... Discriminator Loss: 1.1952... Generator Loss: 1.1351 Epoch 1/1... Discriminator Loss: 1.8903... Generator Loss: 0.6110 Epoch 1/1... Discriminator Loss: 1.7183... Generator Loss: 0.3328 Epoch 1/1... Discriminator Loss: 1.8003... Generator Loss: 0.4960 Epoch 1/1... Discriminator Loss: 1.8789... Generator Loss: 0.5718 Epoch 1/1... Discriminator Loss: 1.6052... Generator Loss: 0.5671
Epoch 1/1... Discriminator Loss: 1.2632... Generator Loss: 0.8109 Epoch 1/1... Discriminator Loss: 1.7783... Generator Loss: 0.6957 Epoch 1/1... Discriminator Loss: 0.9999... Generator Loss: 0.8148 Epoch 1/1... Discriminator Loss: 1.1796... Generator Loss: 0.6177 Epoch 1/1... Discriminator Loss: 2.5402... Generator Loss: 0.2292 Epoch 1/1... Discriminator Loss: 1.0979... Generator Loss: 0.8231 Epoch 1/1... Discriminator Loss: 2.4005... Generator Loss: 0.4183 Epoch 1/1... Discriminator Loss: 0.5799... Generator Loss: 2.6256 Epoch 1/1... Discriminator Loss: 1.9703... Generator Loss: 0.6227 Epoch 1/1... Discriminator Loss: 0.5116... Generator Loss: 2.9793
Epoch 1/1... Discriminator Loss: 0.8100... Generator Loss: 1.2279 Epoch 1/1... Discriminator Loss: 1.8216... Generator Loss: 0.2751 Epoch 1/1... Discriminator Loss: 0.3116... Generator Loss: 2.6748 Epoch 1/1... Discriminator Loss: 2.0376... Generator Loss: 0.3402 Epoch 1/1... Discriminator Loss: 0.9858... Generator Loss: 2.3925 Epoch 1/1... Discriminator Loss: 1.7815... Generator Loss: 0.5101 Epoch 1/1... Discriminator Loss: 0.5227... Generator Loss: 2.5288 Epoch 1/1... Discriminator Loss: 0.6632... Generator Loss: 1.0457 Epoch 1/1... Discriminator Loss: 1.8417... Generator Loss: 1.5393 Epoch 1/1... Discriminator Loss: 1.5818... Generator Loss: 2.1290
Epoch 1/1... Discriminator Loss: 0.6923... Generator Loss: 2.3173 Epoch 1/1... Discriminator Loss: 1.1776... Generator Loss: 1.1466 Epoch 1/1... Discriminator Loss: 1.6946... Generator Loss: 0.5094 Epoch 1/1... Discriminator Loss: 1.2590... Generator Loss: 0.6194 Epoch 1/1... Discriminator Loss: 0.9343... Generator Loss: 1.2284 Epoch 1/1... Discriminator Loss: 1.3292... Generator Loss: 1.0429 Epoch 1/1... Discriminator Loss: 1.5659... Generator Loss: 2.0177 Epoch 1/1... Discriminator Loss: 1.4469... Generator Loss: 0.8849 Epoch 1/1... Discriminator Loss: 1.4840... Generator Loss: 0.5526 Epoch 1/1... Discriminator Loss: 0.9374... Generator Loss: 1.6668
Epoch 1/1... Discriminator Loss: 1.1116... Generator Loss: 0.6111 Epoch 1/1... Discriminator Loss: 1.1339... Generator Loss: 1.8983 Epoch 1/1... Discriminator Loss: 1.5352... Generator Loss: 0.7375 Epoch 1/1... Discriminator Loss: 0.9519... Generator Loss: 1.4432 Epoch 1/1... Discriminator Loss: 1.3887... Generator Loss: 0.6775 Epoch 1/1... Discriminator Loss: 1.2702... Generator Loss: 0.6970 Epoch 1/1... Discriminator Loss: 1.1907... Generator Loss: 0.8041 Epoch 1/1... Discriminator Loss: 1.4121... Generator Loss: 0.6997 Epoch 1/1... Discriminator Loss: 1.6933... Generator Loss: 0.4671 Epoch 1/1... Discriminator Loss: 1.6384... Generator Loss: 0.6319
Epoch 1/1... Discriminator Loss: 1.4791... Generator Loss: 0.5225 Epoch 1/1... Discriminator Loss: 1.7869... Generator Loss: 0.6991 Epoch 1/1... Discriminator Loss: 1.4965... Generator Loss: 0.4705 Epoch 1/1... Discriminator Loss: 1.4086... Generator Loss: 0.8477 Epoch 1/1... Discriminator Loss: 2.2654... Generator Loss: 0.5535 Epoch 1/1... Discriminator Loss: 1.5051... Generator Loss: 0.5064 Epoch 1/1... Discriminator Loss: 1.4398... Generator Loss: 0.6522 Epoch 1/1... Discriminator Loss: 1.9562... Generator Loss: 0.3077 Epoch 1/1... Discriminator Loss: 0.9377... Generator Loss: 1.3194 Epoch 1/1... Discriminator Loss: 1.4649... Generator Loss: 0.5153
Epoch 1/1... Discriminator Loss: 1.8226... Generator Loss: 1.4715 Epoch 1/1... Discriminator Loss: 1.7042... Generator Loss: 0.9689 Epoch 1/1... Discriminator Loss: 1.9605... Generator Loss: 0.2188 Epoch 1/1... Discriminator Loss: 1.2887... Generator Loss: 0.4979 Epoch 1/1... Discriminator Loss: 1.7777... Generator Loss: 0.3654 Epoch 1/1... Discriminator Loss: 0.6420... Generator Loss: 2.2978 Epoch 1/1... Discriminator Loss: 1.8315... Generator Loss: 0.6819 Epoch 1/1... Discriminator Loss: 0.6767... Generator Loss: 1.2374 Epoch 1/1... Discriminator Loss: 0.9868... Generator Loss: 1.5392 Epoch 1/1... Discriminator Loss: 2.1020... Generator Loss: 0.9307
Epoch 1/1... Discriminator Loss: 1.8293... Generator Loss: 0.4711 Epoch 1/1... Discriminator Loss: 1.5486... Generator Loss: 0.6791 Epoch 1/1... Discriminator Loss: 0.9446... Generator Loss: 1.4581 Epoch 1/1... Discriminator Loss: 1.4497... Generator Loss: 0.6968 Epoch 1/1... Discriminator Loss: 0.7271... Generator Loss: 1.4764 Epoch 1/1... Discriminator Loss: 1.6273... Generator Loss: 1.0526 Epoch 1/1... Discriminator Loss: 1.0869... Generator Loss: 1.0949 Epoch 1/1... Discriminator Loss: 2.4141... Generator Loss: 0.3574 Epoch 1/1... Discriminator Loss: 1.5775... Generator Loss: 0.9035 Epoch 1/1... Discriminator Loss: 2.2101... Generator Loss: 1.5057
Epoch 1/1... Discriminator Loss: 0.5258... Generator Loss: 5.0178 Epoch 1/1... Discriminator Loss: 1.4451... Generator Loss: 0.8299 Epoch 1/1... Discriminator Loss: 2.2920... Generator Loss: 0.3903 Epoch 1/1... Discriminator Loss: 1.3590... Generator Loss: 0.4173 Epoch 1/1... Discriminator Loss: 1.8949... Generator Loss: 0.6442 Epoch 1/1... Discriminator Loss: 1.7419... Generator Loss: 0.3494 Epoch 1/1... Discriminator Loss: 1.0140... Generator Loss: 1.6213 Epoch 1/1... Discriminator Loss: 1.2650... Generator Loss: 0.6988 Epoch 1/1... Discriminator Loss: 1.6021... Generator Loss: 0.8079 Epoch 1/1... Discriminator Loss: 1.5197... Generator Loss: 0.2891
Epoch 1/1... Discriminator Loss: 2.0241... Generator Loss: 0.5887 Epoch 1/1... Discriminator Loss: 1.6371... Generator Loss: 0.7333 Epoch 1/1... Discriminator Loss: 1.3471... Generator Loss: 1.3812 Epoch 1/1... Discriminator Loss: 2.2319... Generator Loss: 0.2660 Epoch 1/1... Discriminator Loss: 2.1320... Generator Loss: 0.5027 Epoch 1/1... Discriminator Loss: 1.7518... Generator Loss: 0.3362 Epoch 1/1... Discriminator Loss: 1.1102... Generator Loss: 0.5459 Epoch 1/1... Discriminator Loss: 1.8425... Generator Loss: 0.6169 Epoch 1/1... Discriminator Loss: 1.4217... Generator Loss: 1.3752 Epoch 1/1... Discriminator Loss: 2.1911... Generator Loss: 0.5998
Epoch 1/1... Discriminator Loss: 1.6312... Generator Loss: 0.3306 Epoch 1/1... Discriminator Loss: 1.7347... Generator Loss: 0.7780 Epoch 1/1... Discriminator Loss: 1.8778... Generator Loss: 0.3393 Epoch 1/1... Discriminator Loss: 1.3677... Generator Loss: 0.4062 Epoch 1/1... Discriminator Loss: 1.2100... Generator Loss: 0.5775 Epoch 1/1... Discriminator Loss: 2.0295... Generator Loss: 0.8062 Epoch 1/1... Discriminator Loss: 0.7857... Generator Loss: 0.8739 Epoch 1/1... Discriminator Loss: 1.9805... Generator Loss: 0.4530 Epoch 1/1... Discriminator Loss: 1.2072... Generator Loss: 0.6380 Epoch 1/1... Discriminator Loss: 2.2213... Generator Loss: 0.2987
Epoch 1/1... Discriminator Loss: 2.0929... Generator Loss: 0.8064 Epoch 1/1... Discriminator Loss: 1.0554... Generator Loss: 0.5430 Epoch 1/1... Discriminator Loss: 1.0785... Generator Loss: 1.3820 Epoch 1/1... Discriminator Loss: 1.3435... Generator Loss: 0.4837 Epoch 1/1... Discriminator Loss: 1.1261... Generator Loss: 0.6574 Epoch 1/1... Discriminator Loss: 1.1975... Generator Loss: 1.8418 Epoch 1/1... Discriminator Loss: 1.5243... Generator Loss: 0.3135 Epoch 1/1... Discriminator Loss: 1.0208... Generator Loss: 0.9466 Epoch 1/1... Discriminator Loss: 1.5510... Generator Loss: 0.7628 Epoch 1/1... Discriminator Loss: 1.2758... Generator Loss: 0.4897
Epoch 1/1... Discriminator Loss: 0.8548... Generator Loss: 1.3966 Epoch 1/1... Discriminator Loss: 0.9531... Generator Loss: 1.7621 Epoch 1/1... Discriminator Loss: 1.1547... Generator Loss: 0.5899 Epoch 1/1... Discriminator Loss: 0.7757... Generator Loss: 2.6469 Epoch 1/1... Discriminator Loss: 2.9602... Generator Loss: 0.2145 Epoch 1/1... Discriminator Loss: 1.3110... Generator Loss: 0.7506 Epoch 1/1... Discriminator Loss: 2.1537... Generator Loss: 0.3116 Epoch 1/1... Discriminator Loss: 2.1278... Generator Loss: 0.5208 Epoch 1/1... Discriminator Loss: 1.4597... Generator Loss: 0.3202 Epoch 1/1... Discriminator Loss: 1.5110... Generator Loss: 0.4038
Epoch 1/1... Discriminator Loss: 1.1917... Generator Loss: 0.8789 Epoch 1/1... Discriminator Loss: 1.3986... Generator Loss: 0.6630 Epoch 1/1... Discriminator Loss: 1.3857... Generator Loss: 1.3259 Epoch 1/1... Discriminator Loss: 1.4591... Generator Loss: 0.9231 Epoch 1/1... Discriminator Loss: 1.3366... Generator Loss: 0.7176 Epoch 1/1... Discriminator Loss: 0.9897... Generator Loss: 1.1789 Epoch 1/1... Discriminator Loss: 1.2027... Generator Loss: 1.6271 Epoch 1/1... Discriminator Loss: 1.8859... Generator Loss: 0.5519 Epoch 1/1... Discriminator Loss: 1.9719... Generator Loss: 0.5189 Epoch 1/1... Discriminator Loss: 1.6387... Generator Loss: 0.6152
Epoch 1/1... Discriminator Loss: 2.2289... Generator Loss: 1.4394 Epoch 1/1... Discriminator Loss: 3.0862... Generator Loss: 0.1938 Epoch 1/1... Discriminator Loss: 2.1253... Generator Loss: 0.4717 Epoch 1/1... Discriminator Loss: 1.1147... Generator Loss: 0.4243 Epoch 1/1... Discriminator Loss: 1.4958... Generator Loss: 0.6250 Epoch 1/1... Discriminator Loss: 1.0258... Generator Loss: 0.6144 Epoch 1/1... Discriminator Loss: 1.4780... Generator Loss: 1.1547 Epoch 1/1... Discriminator Loss: 2.0688... Generator Loss: 0.5164 Epoch 1/1... Discriminator Loss: 1.2320... Generator Loss: 0.8650 Epoch 1/1... Discriminator Loss: 1.2054... Generator Loss: 0.6579
Epoch 1/1... Discriminator Loss: 1.4873... Generator Loss: 0.8926 Epoch 1/1... Discriminator Loss: 1.7653... Generator Loss: 0.7244 Epoch 1/1... Discriminator Loss: 0.8587... Generator Loss: 1.1915 Epoch 1/1... Discriminator Loss: 2.5571... Generator Loss: 0.3639 Epoch 1/1... Discriminator Loss: 1.3537... Generator Loss: 0.7150 Epoch 1/1... Discriminator Loss: 0.9725... Generator Loss: 1.0240 Epoch 1/1... Discriminator Loss: 2.0398... Generator Loss: 0.1452 Epoch 1/1... Discriminator Loss: 1.4478... Generator Loss: 1.1994 Epoch 1/1... Discriminator Loss: 1.8973... Generator Loss: 0.6661 Epoch 1/1... Discriminator Loss: 1.8478... Generator Loss: 0.6059
Epoch 1/1... Discriminator Loss: 1.5733... Generator Loss: 0.4886 Epoch 1/1... Discriminator Loss: 1.5700... Generator Loss: 0.4377 Epoch 1/1... Discriminator Loss: 1.1165... Generator Loss: 1.5391 Epoch 1/1... Discriminator Loss: 1.0165... Generator Loss: 1.6253 Epoch 1/1... Discriminator Loss: 1.4524... Generator Loss: 0.5371 Epoch 1/1... Discriminator Loss: 1.6931... Generator Loss: 0.6846 Epoch 1/1... Discriminator Loss: 1.3759... Generator Loss: 0.8053 Epoch 1/1... Discriminator Loss: 0.9535... Generator Loss: 2.6480 Epoch 1/1... Discriminator Loss: 1.2949... Generator Loss: 0.8620 Epoch 1/1... Discriminator Loss: 1.4299... Generator Loss: 0.7587
Epoch 1/1... Discriminator Loss: 1.2919... Generator Loss: 0.8610 Epoch 1/1... Discriminator Loss: 1.3556... Generator Loss: 0.5462 Epoch 1/1... Discriminator Loss: 1.0777... Generator Loss: 0.8662 Epoch 1/1... Discriminator Loss: 1.6974... Generator Loss: 0.7368 Epoch 1/1... Discriminator Loss: 1.3454... Generator Loss: 0.9795 Epoch 1/1... Discriminator Loss: 2.2046... Generator Loss: 0.3918 Epoch 1/1... Discriminator Loss: 1.6074... Generator Loss: 0.6195 Epoch 1/1... Discriminator Loss: 1.3280... Generator Loss: 0.4731 Epoch 1/1... Discriminator Loss: 1.3007... Generator Loss: 0.9661 Epoch 1/1... Discriminator Loss: 1.6519... Generator Loss: 0.8480
Epoch 1/1... Discriminator Loss: 2.0787... Generator Loss: 0.3939 Epoch 1/1... Discriminator Loss: 1.7956... Generator Loss: 0.3861 Epoch 1/1... Discriminator Loss: 1.5987... Generator Loss: 1.4599 Epoch 1/1... Discriminator Loss: 2.1443... Generator Loss: 0.3350 Epoch 1/1... Discriminator Loss: 0.9515... Generator Loss: 1.9971 Epoch 1/1... Discriminator Loss: 0.9823... Generator Loss: 1.2589 Epoch 1/1... Discriminator Loss: 1.3819... Generator Loss: 0.6565 Epoch 1/1... Discriminator Loss: 1.5640... Generator Loss: 0.7476 Epoch 1/1... Discriminator Loss: 1.7593... Generator Loss: 0.7029 Epoch 1/1... Discriminator Loss: 1.4010... Generator Loss: 0.8095
Epoch 1/1... Discriminator Loss: 1.1666... Generator Loss: 0.4864 Epoch 1/1... Discriminator Loss: 1.6685... Generator Loss: 0.8076 Epoch 1/1... Discriminator Loss: 1.6462... Generator Loss: 0.6906 Epoch 1/1... Discriminator Loss: 1.4330... Generator Loss: 0.6256 Epoch 1/1... Discriminator Loss: 1.8583... Generator Loss: 0.6922 Epoch 1/1... Discriminator Loss: 1.6015... Generator Loss: 0.5339 Epoch 1/1... Discriminator Loss: 0.9664... Generator Loss: 1.3020 Epoch 1/1... Discriminator Loss: 1.3803... Generator Loss: 1.2723 Epoch 1/1... Discriminator Loss: 1.7069... Generator Loss: 0.5501 Epoch 1/1... Discriminator Loss: 1.3263... Generator Loss: 0.6042
Epoch 1/1... Discriminator Loss: 2.1723... Generator Loss: 0.5339 Epoch 1/1... Discriminator Loss: 0.9338... Generator Loss: 2.0575 Epoch 1/1... Discriminator Loss: 1.2463... Generator Loss: 0.8925 Epoch 1/1... Discriminator Loss: 1.3964... Generator Loss: 1.1640 Epoch 1/1... Discriminator Loss: 1.9347... Generator Loss: 0.2592 Epoch 1/1... Discriminator Loss: 1.4895... Generator Loss: 0.9602 Epoch 1/1... Discriminator Loss: 1.2340... Generator Loss: 0.4485 Epoch 1/1... Discriminator Loss: 2.1392... Generator Loss: 0.6928 Epoch 1/1... Discriminator Loss: 1.0680... Generator Loss: 0.7841 Epoch 1/1... Discriminator Loss: 1.6249... Generator Loss: 0.8270
Epoch 1/1... Discriminator Loss: 1.4021... Generator Loss: 1.4021 Epoch 1/1... Discriminator Loss: 2.1248... Generator Loss: 0.7508 Epoch 1/1... Discriminator Loss: 1.3221... Generator Loss: 0.5584 Epoch 1/1... Discriminator Loss: 1.0599... Generator Loss: 0.8656 Epoch 1/1... Discriminator Loss: 1.8440... Generator Loss: 0.3393 Epoch 1/1... Discriminator Loss: 1.5234... Generator Loss: 0.7499 Epoch 1/1... Discriminator Loss: 2.0691... Generator Loss: 0.2930 Epoch 1/1... Discriminator Loss: 2.3755... Generator Loss: 0.5027 Epoch 1/1... Discriminator Loss: 1.4817... Generator Loss: 0.8287 Epoch 1/1... Discriminator Loss: 1.2376... Generator Loss: 0.4408
Epoch 1/1... Discriminator Loss: 2.3173... Generator Loss: 0.2432 Epoch 1/1... Discriminator Loss: 1.2538... Generator Loss: 1.5268 Epoch 1/1... Discriminator Loss: 1.8228... Generator Loss: 0.3826 Epoch 1/1... Discriminator Loss: 1.3967... Generator Loss: 1.0074 Epoch 1/1... Discriminator Loss: 1.7612... Generator Loss: 0.7529 Epoch 1/1... Discriminator Loss: 1.4181... Generator Loss: 0.7328 Epoch 1/1... Discriminator Loss: 1.3790... Generator Loss: 0.6871 Epoch 1/1... Discriminator Loss: 0.8299... Generator Loss: 1.3091 Epoch 1/1... Discriminator Loss: 1.5367... Generator Loss: 0.9388 Epoch 1/1... Discriminator Loss: 1.6038... Generator Loss: 1.6037
Epoch 1/1... Discriminator Loss: 1.9246... Generator Loss: 0.3585 Epoch 1/1... Discriminator Loss: 1.2436... Generator Loss: 1.8128 Epoch 1/1... Discriminator Loss: 1.6070... Generator Loss: 1.1859 Epoch 1/1... Discriminator Loss: 1.7057... Generator Loss: 0.6810 Epoch 1/1... Discriminator Loss: 0.8579... Generator Loss: 2.2363 Epoch 1/1... Discriminator Loss: 1.9873... Generator Loss: 0.2401 Epoch 1/1... Discriminator Loss: 1.5034... Generator Loss: 0.3323 Epoch 1/1... Discriminator Loss: 2.3723... Generator Loss: 0.5833 Epoch 1/1... Discriminator Loss: 1.5065... Generator Loss: 0.4254 Epoch 1/1... Discriminator Loss: 1.8271... Generator Loss: 0.3374
Epoch 1/1... Discriminator Loss: 0.8796... Generator Loss: 1.5701 Epoch 1/1... Discriminator Loss: 2.4585... Generator Loss: 0.3554 Epoch 1/1... Discriminator Loss: 2.0211... Generator Loss: 0.5759 Epoch 1/1... Discriminator Loss: 1.3888... Generator Loss: 0.9666 Epoch 1/1... Discriminator Loss: 1.3345... Generator Loss: 1.0251 Epoch 1/1... Discriminator Loss: 1.2819... Generator Loss: 0.5494 Epoch 1/1... Discriminator Loss: 1.4318... Generator Loss: 0.4000 Epoch 1/1... Discriminator Loss: 1.9494... Generator Loss: 0.4960 Epoch 1/1... Discriminator Loss: 1.5152... Generator Loss: 0.9410 Epoch 1/1... Discriminator Loss: 1.4245... Generator Loss: 0.4260
Epoch 1/1... Discriminator Loss: 0.9990... Generator Loss: 1.1976 Epoch 1/1... Discriminator Loss: 1.5162... Generator Loss: 0.5180 Epoch 1/1... Discriminator Loss: 1.1496... Generator Loss: 0.7108 Epoch 1/1... Discriminator Loss: 1.5712... Generator Loss: 0.5374 Epoch 1/1... Discriminator Loss: 1.7603... Generator Loss: 0.5308 Epoch 1/1... Discriminator Loss: 1.5100... Generator Loss: 0.5154 Epoch 1/1... Discriminator Loss: 1.4458... Generator Loss: 0.6675 Epoch 1/1... Discriminator Loss: 0.8645... Generator Loss: 1.4347 Epoch 1/1... Discriminator Loss: 0.8106... Generator Loss: 1.0574 Epoch 1/1... Discriminator Loss: 1.9761... Generator Loss: 0.5853
Epoch 1/1... Discriminator Loss: 1.7116... Generator Loss: 0.5097 Epoch 1/1... Discriminator Loss: 1.6492... Generator Loss: 0.5444 Epoch 1/1... Discriminator Loss: 1.2515... Generator Loss: 0.8997 Epoch 1/1... Discriminator Loss: 2.1482... Generator Loss: 0.6256 Epoch 1/1... Discriminator Loss: 1.1378... Generator Loss: 1.0643 Epoch 1/1... Discriminator Loss: 1.1749... Generator Loss: 0.6995 Epoch 1/1... Discriminator Loss: 1.3126... Generator Loss: 1.2303 Epoch 1/1... Discriminator Loss: 0.7787... Generator Loss: 1.4452 Epoch 1/1... Discriminator Loss: 1.1981... Generator Loss: 1.2057 Epoch 1/1... Discriminator Loss: 0.8869... Generator Loss: 1.0404
Epoch 1/1... Discriminator Loss: 1.5008... Generator Loss: 0.5086 Epoch 1/1... Discriminator Loss: 1.8814... Generator Loss: 0.4030 Epoch 1/1... Discriminator Loss: 1.4216... Generator Loss: 0.9349 Epoch 1/1... Discriminator Loss: 1.6604... Generator Loss: 0.9209 Epoch 1/1... Discriminator Loss: 1.1722... Generator Loss: 0.9487 Epoch 1/1... Discriminator Loss: 0.9623... Generator Loss: 0.8572 Epoch 1/1... Discriminator Loss: 0.8162... Generator Loss: 1.1621 Epoch 1/1... Discriminator Loss: 1.6661... Generator Loss: 0.7475 Epoch 1/1... Discriminator Loss: 1.9490... Generator Loss: 1.1423 Epoch 1/1... Discriminator Loss: 3.0911... Generator Loss: 0.5081
Epoch 1/1... Discriminator Loss: 0.8306... Generator Loss: 1.0351 Epoch 1/1... Discriminator Loss: 1.2701... Generator Loss: 0.5508 Epoch 1/1... Discriminator Loss: 1.0248... Generator Loss: 0.6256 Epoch 1/1... Discriminator Loss: 1.6619... Generator Loss: 0.4177 Epoch 1/1... Discriminator Loss: 1.2864... Generator Loss: 1.8255 Epoch 1/1... Discriminator Loss: 1.1957... Generator Loss: 0.9714 Epoch 1/1... Discriminator Loss: 1.6868... Generator Loss: 1.1301 Epoch 1/1... Discriminator Loss: 1.4571... Generator Loss: 0.5518 Epoch 1/1... Discriminator Loss: 0.7498... Generator Loss: 0.9931 Epoch 1/1... Discriminator Loss: 1.2645... Generator Loss: 1.7750
Epoch 1/1... Discriminator Loss: 1.2743... Generator Loss: 1.6631 Epoch 1/1... Discriminator Loss: 1.0323... Generator Loss: 1.0065 Epoch 1/1... Discriminator Loss: 1.3540... Generator Loss: 0.3152 Epoch 1/1... Discriminator Loss: 0.9498... Generator Loss: 0.4944 Epoch 1/1... Discriminator Loss: 1.0939... Generator Loss: 1.3081 Epoch 1/1... Discriminator Loss: 1.5788... Generator Loss: 0.4166 Epoch 1/1... Discriminator Loss: 1.7489... Generator Loss: 0.2881 Epoch 1/1... Discriminator Loss: 2.0983... Generator Loss: 0.4406 Epoch 1/1... Discriminator Loss: 1.2902... Generator Loss: 0.7972 Epoch 1/1... Discriminator Loss: 1.2142... Generator Loss: 1.3192
Epoch 1/1... Discriminator Loss: 1.2389... Generator Loss: 0.4837 Epoch 1/1... Discriminator Loss: 1.5231... Generator Loss: 0.9673 Epoch 1/1... Discriminator Loss: 1.5162... Generator Loss: 0.3170 Epoch 1/1... Discriminator Loss: 1.3844... Generator Loss: 0.9681 Epoch 1/1... Discriminator Loss: 2.1510... Generator Loss: 0.5119 Epoch 1/1... Discriminator Loss: 1.8298... Generator Loss: 0.7567 Epoch 1/1... Discriminator Loss: 1.0075... Generator Loss: 0.7767 Epoch 1/1... Discriminator Loss: 1.8323... Generator Loss: 0.7254 Epoch 1/1... Discriminator Loss: 1.4572... Generator Loss: 1.8980 Epoch 1/1... Discriminator Loss: 1.2785... Generator Loss: 1.4109
Epoch 1/1... Discriminator Loss: 1.0032... Generator Loss: 0.6275 Epoch 1/1... Discriminator Loss: 1.0440... Generator Loss: 2.0139 Epoch 1/1... Discriminator Loss: 1.0276... Generator Loss: 1.1887 Epoch 1/1... Discriminator Loss: 1.3130... Generator Loss: 0.6263 Epoch 1/1... Discriminator Loss: 2.1031... Generator Loss: 0.2497 Epoch 1/1... Discriminator Loss: 1.7607... Generator Loss: 0.7209 Epoch 1/1... Discriminator Loss: 1.3457... Generator Loss: 0.9612 Epoch 1/1... Discriminator Loss: 1.5714... Generator Loss: 0.3978 Epoch 1/1... Discriminator Loss: 0.9524... Generator Loss: 0.7980 Epoch 1/1... Discriminator Loss: 1.7101... Generator Loss: 0.6640
Epoch 1/1... Discriminator Loss: 1.8820... Generator Loss: 0.2663 Epoch 1/1... Discriminator Loss: 1.0508... Generator Loss: 1.0420 Epoch 1/1... Discriminator Loss: 1.9481... Generator Loss: 0.3317 Epoch 1/1... Discriminator Loss: 1.3914... Generator Loss: 0.8318 Epoch 1/1... Discriminator Loss: 1.5557... Generator Loss: 0.5033 Epoch 1/1... Discriminator Loss: 1.4692... Generator Loss: 0.9150 Epoch 1/1... Discriminator Loss: 1.5572... Generator Loss: 0.4452 Epoch 1/1... Discriminator Loss: 1.4654... Generator Loss: 0.5209 Epoch 1/1... Discriminator Loss: 1.9711... Generator Loss: 0.3977 Epoch 1/1... Discriminator Loss: 1.3633... Generator Loss: 0.6670
Epoch 1/1... Discriminator Loss: 1.3222... Generator Loss: 0.8648 Epoch 1/1... Discriminator Loss: 2.3280... Generator Loss: 0.9702 Epoch 1/1... Discriminator Loss: 1.2127... Generator Loss: 1.5535 Epoch 1/1... Discriminator Loss: 1.3533... Generator Loss: 0.9787 Epoch 1/1... Discriminator Loss: 1.0520... Generator Loss: 0.8730 Epoch 1/1... Discriminator Loss: 1.3378... Generator Loss: 0.3294 Epoch 1/1... Discriminator Loss: 1.3668... Generator Loss: 0.5315 Epoch 1/1... Discriminator Loss: 1.6926... Generator Loss: 0.7950 Epoch 1/1... Discriminator Loss: 1.8083... Generator Loss: 0.4864 Epoch 1/1... Discriminator Loss: 1.6271... Generator Loss: 0.5011
Epoch 1/1... Discriminator Loss: 1.3292... Generator Loss: 0.9042 Epoch 1/1... Discriminator Loss: 1.2019... Generator Loss: 0.6706 Epoch 1/1... Discriminator Loss: 2.2998... Generator Loss: 0.1548 Epoch 1/1... Discriminator Loss: 1.8966... Generator Loss: 0.4091 Epoch 1/1... Discriminator Loss: 1.7826... Generator Loss: 0.6699 Epoch 1/1... Discriminator Loss: 2.4167... Generator Loss: 0.7469 Epoch 1/1... Discriminator Loss: 2.1490... Generator Loss: 0.2809 Epoch 1/1... Discriminator Loss: 1.8679... Generator Loss: 0.3432 Epoch 1/1... Discriminator Loss: 1.3359... Generator Loss: 1.2717 Epoch 1/1... Discriminator Loss: 1.3722... Generator Loss: 0.8038
Epoch 1/1... Discriminator Loss: 1.3147... Generator Loss: 0.9649 Epoch 1/1... Discriminator Loss: 0.9681... Generator Loss: 1.6911 Epoch 1/1... Discriminator Loss: 1.3649... Generator Loss: 0.7031 Epoch 1/1... Discriminator Loss: 1.1567... Generator Loss: 1.2533 Epoch 1/1... Discriminator Loss: 1.4341... Generator Loss: 1.9836 Epoch 1/1... Discriminator Loss: 1.1266... Generator Loss: 1.3850 Epoch 1/1... Discriminator Loss: 1.7698... Generator Loss: 1.6163 Epoch 1/1... Discriminator Loss: 2.4632... Generator Loss: 0.4094 Epoch 1/1... Discriminator Loss: 1.8153... Generator Loss: 0.7314 Epoch 1/1... Discriminator Loss: 1.3756... Generator Loss: 0.9647
Epoch 1/1... Discriminator Loss: 1.3147... Generator Loss: 1.1059 Epoch 1/1... Discriminator Loss: 1.0787... Generator Loss: 0.8439 Epoch 1/1... Discriminator Loss: 1.8788... Generator Loss: 0.4505 Epoch 1/1... Discriminator Loss: 0.9682... Generator Loss: 0.8398 Epoch 1/1... Discriminator Loss: 1.1233... Generator Loss: 0.7862 Epoch 1/1... Discriminator Loss: 1.6936... Generator Loss: 0.4892 Epoch 1/1... Discriminator Loss: 1.2993... Generator Loss: 0.5642 Epoch 1/1... Discriminator Loss: 2.0503... Generator Loss: 0.6059 Epoch 1/1... Discriminator Loss: 0.8269... Generator Loss: 0.7168 Epoch 1/1... Discriminator Loss: 1.2380... Generator Loss: 1.3618
Epoch 1/1... Discriminator Loss: 1.3615... Generator Loss: 1.4588 Epoch 1/1... Discriminator Loss: 1.6961... Generator Loss: 0.3410 Epoch 1/1... Discriminator Loss: 2.1685... Generator Loss: 0.2646 Epoch 1/1... Discriminator Loss: 1.0797... Generator Loss: 0.6405 Epoch 1/1... Discriminator Loss: 1.3742... Generator Loss: 0.7605 Epoch 1/1... Discriminator Loss: 1.8385... Generator Loss: 0.5892 Epoch 1/1... Discriminator Loss: 2.7818... Generator Loss: 0.2128 Epoch 1/1... Discriminator Loss: 1.8425... Generator Loss: 0.7270 Epoch 1/1... Discriminator Loss: 2.8310... Generator Loss: 0.3484 Epoch 1/1... Discriminator Loss: 1.8438... Generator Loss: 0.6126
Epoch 1/1... Discriminator Loss: 1.0325... Generator Loss: 1.1544 Epoch 1/1... Discriminator Loss: 0.7304... Generator Loss: 1.4103 Epoch 1/1... Discriminator Loss: 1.4159... Generator Loss: 0.7473 Epoch 1/1... Discriminator Loss: 1.5160... Generator Loss: 1.1181 Epoch 1/1... Discriminator Loss: 1.6614... Generator Loss: 0.4128 Epoch 1/1... Discriminator Loss: 1.1448... Generator Loss: 0.5307 Epoch 1/1... Discriminator Loss: 1.4572... Generator Loss: 1.2749 Epoch 1/1... Discriminator Loss: 1.4157... Generator Loss: 0.5953 Epoch 1/1... Discriminator Loss: 1.9460... Generator Loss: 0.8365 Epoch 1/1... Discriminator Loss: 1.6579... Generator Loss: 0.3107
Epoch 1/1... Discriminator Loss: 1.7080... Generator Loss: 0.7143 Epoch 1/1... Discriminator Loss: 1.3071... Generator Loss: 0.3515 Epoch 1/1... Discriminator Loss: 2.4730... Generator Loss: 0.2371 Epoch 1/1... Discriminator Loss: 1.3846... Generator Loss: 0.5921 Epoch 1/1... Discriminator Loss: 1.1649... Generator Loss: 1.0201 Epoch 1/1... Discriminator Loss: 0.9778... Generator Loss: 0.9155 Epoch 1/1... Discriminator Loss: 1.8308... Generator Loss: 1.0977 Epoch 1/1... Discriminator Loss: 2.3068... Generator Loss: 0.2877 Epoch 1/1... Discriminator Loss: 1.6381... Generator Loss: 1.0748 Epoch 1/1... Discriminator Loss: 1.2347... Generator Loss: 0.8460
Epoch 1/1... Discriminator Loss: 1.4792... Generator Loss: 0.2888 Epoch 1/1... Discriminator Loss: 1.5918... Generator Loss: 0.6792 Epoch 1/1... Discriminator Loss: 2.1913... Generator Loss: 0.3178 Epoch 1/1... Discriminator Loss: 1.6606... Generator Loss: 1.0902 Epoch 1/1... Discriminator Loss: 1.6980... Generator Loss: 1.0289 Epoch 1/1... Discriminator Loss: 0.7324... Generator Loss: 1.0915 Epoch 1/1... Discriminator Loss: 1.0182... Generator Loss: 1.7607 Epoch 1/1... Discriminator Loss: 1.5535... Generator Loss: 1.4608 Epoch 1/1... Discriminator Loss: 1.1910... Generator Loss: 1.0209 Epoch 1/1... Discriminator Loss: 2.2268... Generator Loss: 0.1973
Epoch 1/1... Discriminator Loss: 0.9550... Generator Loss: 0.6236 Epoch 1/1... Discriminator Loss: 1.5080... Generator Loss: 0.6486 Epoch 1/1... Discriminator Loss: 0.9443... Generator Loss: 1.1280 Epoch 1/1... Discriminator Loss: 1.1823... Generator Loss: 0.9867 Epoch 1/1... Discriminator Loss: 1.3770... Generator Loss: 0.9751 Epoch 1/1... Discriminator Loss: 0.6798... Generator Loss: 1.0464 Epoch 1/1... Discriminator Loss: 1.7419... Generator Loss: 0.2804 Epoch 1/1... Discriminator Loss: 2.3590... Generator Loss: 0.3053 Epoch 1/1... Discriminator Loss: 1.7816... Generator Loss: 1.3937 Epoch 1/1... Discriminator Loss: 1.5087... Generator Loss: 1.1843
Epoch 1/1... Discriminator Loss: 1.1433... Generator Loss: 0.6772 Epoch 1/1... Discriminator Loss: 2.1155... Generator Loss: 0.3153 Epoch 1/1... Discriminator Loss: 1.2704... Generator Loss: 0.7879 Epoch 1/1... Discriminator Loss: 1.3925... Generator Loss: 0.5959 Epoch 1/1... Discriminator Loss: 1.7474... Generator Loss: 0.2810 Epoch 1/1... Discriminator Loss: 2.5438... Generator Loss: 0.3964 Epoch 1/1... Discriminator Loss: 1.9703... Generator Loss: 0.7114 Epoch 1/1... Discriminator Loss: 0.9080... Generator Loss: 1.3723 Epoch 1/1... Discriminator Loss: 1.4573... Generator Loss: 0.5891 Epoch 1/1... Discriminator Loss: 1.0444... Generator Loss: 0.7492
Epoch 1/1... Discriminator Loss: 0.9590... Generator Loss: 0.8481 Epoch 1/1... Discriminator Loss: 0.9913... Generator Loss: 1.1632 Epoch 1/1... Discriminator Loss: 1.2905... Generator Loss: 1.0705 Epoch 1/1... Discriminator Loss: 1.4392... Generator Loss: 0.1811 Epoch 1/1... Discriminator Loss: 1.7805... Generator Loss: 0.4491 Epoch 1/1... Discriminator Loss: 1.0542... Generator Loss: 0.7862 Epoch 1/1... Discriminator Loss: 1.1731... Generator Loss: 0.4229 Epoch 1/1... Discriminator Loss: 1.8330... Generator Loss: 0.5020 Epoch 1/1... Discriminator Loss: 1.4902... Generator Loss: 0.6084 Epoch 1/1... Discriminator Loss: 1.4923... Generator Loss: 0.7411
Epoch 1/1... Discriminator Loss: 0.7787... Generator Loss: 1.6784 Epoch 1/1... Discriminator Loss: 1.4686... Generator Loss: 0.5394 Epoch 1/1... Discriminator Loss: 1.4800... Generator Loss: 1.0141 Epoch 1/1... Discriminator Loss: 0.6210... Generator Loss: 1.4814 Epoch 1/1... Discriminator Loss: 1.6805... Generator Loss: 0.3186 Epoch 1/1... Discriminator Loss: 1.6365... Generator Loss: 0.4126 Epoch 1/1... Discriminator Loss: 0.9570... Generator Loss: 1.4047 Epoch 1/1... Discriminator Loss: 1.8978... Generator Loss: 1.0857 Epoch 1/1... Discriminator Loss: 1.3195... Generator Loss: 0.5272 Epoch 1/1... Discriminator Loss: 1.5474... Generator Loss: 0.7856
Epoch 1/1... Discriminator Loss: 1.6712... Generator Loss: 1.0747 Epoch 1/1... Discriminator Loss: 1.3154... Generator Loss: 1.2874 Epoch 1/1... Discriminator Loss: 1.3700... Generator Loss: 0.4011 Epoch 1/1... Discriminator Loss: 1.3025... Generator Loss: 0.7418 Epoch 1/1... Discriminator Loss: 1.3458... Generator Loss: 0.4389 Epoch 1/1... Discriminator Loss: 1.7156... Generator Loss: 0.5553 Epoch 1/1... Discriminator Loss: 1.1090... Generator Loss: 0.6098 Epoch 1/1... Discriminator Loss: 1.3219... Generator Loss: 1.3246 Epoch 1/1... Discriminator Loss: 1.8783... Generator Loss: 0.3118 Epoch 1/1... Discriminator Loss: 1.1856... Generator Loss: 0.9593
Epoch 1/1... Discriminator Loss: 0.8099... Generator Loss: 1.2557 Epoch 1/1... Discriminator Loss: 1.9576... Generator Loss: 0.2979 Epoch 1/1... Discriminator Loss: 1.5013... Generator Loss: 1.1386 Epoch 1/1... Discriminator Loss: 1.6933... Generator Loss: 0.4390 Epoch 1/1... Discriminator Loss: 1.1599... Generator Loss: 0.8080 Epoch 1/1... Discriminator Loss: 2.0434... Generator Loss: 0.8229 Epoch 1/1... Discriminator Loss: 1.3449... Generator Loss: 1.0965 Epoch 1/1... Discriminator Loss: 0.8229... Generator Loss: 0.7027 Epoch 1/1... Discriminator Loss: 0.8957... Generator Loss: 1.3713 Epoch 1/1... Discriminator Loss: 1.7746... Generator Loss: 0.9192
Epoch 1/1... Discriminator Loss: 1.5371... Generator Loss: 0.3770 Epoch 1/1... Discriminator Loss: 1.3531... Generator Loss: 0.7114 Epoch 1/1... Discriminator Loss: 0.7944... Generator Loss: 0.8180 Epoch 1/1... Discriminator Loss: 1.1172... Generator Loss: 1.1007 Epoch 1/1... Discriminator Loss: 0.9852... Generator Loss: 1.0919 Epoch 1/1... Discriminator Loss: 1.1123... Generator Loss: 1.1204 Epoch 1/1... Discriminator Loss: 1.1255... Generator Loss: 0.6954 Epoch 1/1... Discriminator Loss: 1.5482... Generator Loss: 0.3723 Epoch 1/1... Discriminator Loss: 1.1352... Generator Loss: 0.5453 Epoch 1/1... Discriminator Loss: 1.8072... Generator Loss: 0.4124
Epoch 1/1... Discriminator Loss: 1.1989... Generator Loss: 0.6530 Epoch 1/1... Discriminator Loss: 1.1501... Generator Loss: 1.3603 Epoch 1/1... Discriminator Loss: 2.0306... Generator Loss: 2.4036 Epoch 1/1... Discriminator Loss: 1.4850... Generator Loss: 1.1374 Epoch 1/1... Discriminator Loss: 1.7247... Generator Loss: 1.0090 Epoch 1/1... Discriminator Loss: 1.7511... Generator Loss: 1.2982 Epoch 1/1... Discriminator Loss: 0.5820... Generator Loss: 2.0382 Epoch 1/1... Discriminator Loss: 1.9267... Generator Loss: 1.2137 Epoch 1/1... Discriminator Loss: 1.5675... Generator Loss: 0.3477 Epoch 1/1... Discriminator Loss: 1.1103... Generator Loss: 1.1234
Epoch 1/1... Discriminator Loss: 2.1008... Generator Loss: 0.3694 Epoch 1/1... Discriminator Loss: 1.4467... Generator Loss: 0.5678 Epoch 1/1... Discriminator Loss: 1.7162... Generator Loss: 1.0496 Epoch 1/1... Discriminator Loss: 1.0043... Generator Loss: 1.7917 Epoch 1/1... Discriminator Loss: 0.9327... Generator Loss: 1.9952 Epoch 1/1... Discriminator Loss: 1.1957... Generator Loss: 0.9170 Epoch 1/1... Discriminator Loss: 0.8474... Generator Loss: 1.6079 Epoch 1/1... Discriminator Loss: 1.7308... Generator Loss: 0.6113 Epoch 1/1... Discriminator Loss: 0.8555... Generator Loss: 1.0099 Epoch 1/1... Discriminator Loss: 1.6161... Generator Loss: 0.5351
Epoch 1/1... Discriminator Loss: 1.6364... Generator Loss: 0.3241 Epoch 1/1... Discriminator Loss: 1.2034... Generator Loss: 1.1573 Epoch 1/1... Discriminator Loss: 1.3998... Generator Loss: 0.7513 Epoch 1/1... Discriminator Loss: 1.4862... Generator Loss: 0.6169 Epoch 1/1... Discriminator Loss: 0.8373... Generator Loss: 2.4519 Epoch 1/1... Discriminator Loss: 2.9143... Generator Loss: 0.2693 Epoch 1/1... Discriminator Loss: 1.2307... Generator Loss: 0.8268 Epoch 1/1... Discriminator Loss: 0.8181... Generator Loss: 1.4254 Epoch 1/1... Discriminator Loss: 0.9418... Generator Loss: 1.5988 Epoch 1/1... Discriminator Loss: 0.9790... Generator Loss: 1.0959
Epoch 1/1... Discriminator Loss: 0.8833... Generator Loss: 1.6798 Epoch 1/1... Discriminator Loss: 1.8410... Generator Loss: 0.3834 Epoch 1/1... Discriminator Loss: 1.2613... Generator Loss: 0.6702 Epoch 1/1... Discriminator Loss: 1.8491... Generator Loss: 0.7230 Epoch 1/1... Discriminator Loss: 1.9325... Generator Loss: 0.7911 Epoch 1/1... Discriminator Loss: 0.8862... Generator Loss: 0.9002 Epoch 1/1... Discriminator Loss: 0.7493... Generator Loss: 1.1416 Epoch 1/1... Discriminator Loss: 1.6892... Generator Loss: 0.7675 Epoch 1/1... Discriminator Loss: 0.8451... Generator Loss: 0.8003 Epoch 1/1... Discriminator Loss: 1.2164... Generator Loss: 1.1316
Epoch 1/1... Discriminator Loss: 1.6384... Generator Loss: 0.7265 Epoch 1/1... Discriminator Loss: 1.3871... Generator Loss: 0.8780 Epoch 1/1... Discriminator Loss: 0.7331... Generator Loss: 0.9080 Epoch 1/1... Discriminator Loss: 1.3344... Generator Loss: 1.0917 Epoch 1/1... Discriminator Loss: 1.7207... Generator Loss: 0.4981 Epoch 1/1... Discriminator Loss: 1.6913... Generator Loss: 0.4728 Epoch 1/1... Discriminator Loss: 1.5882... Generator Loss: 0.5455 Epoch 1/1... Discriminator Loss: 2.3976... Generator Loss: 0.7154 Epoch 1/1... Discriminator Loss: 1.4088... Generator Loss: 0.9679 Epoch 1/1... Discriminator Loss: 1.3810... Generator Loss: 0.8194
Epoch 1/1... Discriminator Loss: 1.2787... Generator Loss: 0.7094 Epoch 1/1... Discriminator Loss: 1.6737... Generator Loss: 0.2408 Epoch 1/1... Discriminator Loss: 1.3794... Generator Loss: 1.3745 Epoch 1/1... Discriminator Loss: 2.2238... Generator Loss: 0.1738 Epoch 1/1... Discriminator Loss: 0.8969... Generator Loss: 1.7435 Epoch 1/1... Discriminator Loss: 1.0744... Generator Loss: 0.5731 Epoch 1/1... Discriminator Loss: 0.8562... Generator Loss: 1.0942 Epoch 1/1... Discriminator Loss: 2.1407... Generator Loss: 0.3269 Epoch 1/1... Discriminator Loss: 0.7082... Generator Loss: 1.2199 Epoch 1/1... Discriminator Loss: 1.9000... Generator Loss: 0.5017
Epoch 1/1... Discriminator Loss: 0.8702... Generator Loss: 1.4423 Epoch 1/1... Discriminator Loss: 1.8537... Generator Loss: 0.3870 Epoch 1/1... Discriminator Loss: 1.1075... Generator Loss: 0.8501 Epoch 1/1... Discriminator Loss: 1.4525... Generator Loss: 1.9916 Epoch 1/1... Discriminator Loss: 1.9965... Generator Loss: 0.6689 Epoch 1/1... Discriminator Loss: 0.8758... Generator Loss: 1.1289 Epoch 1/1... Discriminator Loss: 1.3099... Generator Loss: 1.4611 Epoch 1/1... Discriminator Loss: 1.0012... Generator Loss: 2.4340 Epoch 1/1... Discriminator Loss: 1.3016... Generator Loss: 0.9957 Epoch 1/1... Discriminator Loss: 1.1029... Generator Loss: 1.3274
Epoch 1/1... Discriminator Loss: 1.2733... Generator Loss: 0.6389 Epoch 1/1... Discriminator Loss: 1.2200... Generator Loss: 0.6944 Epoch 1/1... Discriminator Loss: 1.7263... Generator Loss: 0.8069 Epoch 1/1... Discriminator Loss: 1.2323... Generator Loss: 0.8325 Epoch 1/1... Discriminator Loss: 1.2071... Generator Loss: 1.1229 Epoch 1/1... Discriminator Loss: 1.5350... Generator Loss: 0.4345 Epoch 1/1... Discriminator Loss: 2.1940... Generator Loss: 0.2359 Epoch 1/1... Discriminator Loss: 1.1157... Generator Loss: 1.2367 Epoch 1/1... Discriminator Loss: 1.7594... Generator Loss: 0.4156 Epoch 1/1... Discriminator Loss: 1.6301... Generator Loss: 0.6379
Epoch 1/1... Discriminator Loss: 2.2455... Generator Loss: 0.5101 Epoch 1/1... Discriminator Loss: 1.5715... Generator Loss: 0.4907 Epoch 1/1... Discriminator Loss: 1.9601... Generator Loss: 0.3967 Epoch 1/1... Discriminator Loss: 0.9951... Generator Loss: 0.9902 Epoch 1/1... Discriminator Loss: 2.1195... Generator Loss: 0.9804 Epoch 1/1... Discriminator Loss: 1.3079... Generator Loss: 0.3790 Epoch 1/1... Discriminator Loss: 1.0013... Generator Loss: 0.7860 Epoch 1/1... Discriminator Loss: 1.1555... Generator Loss: 1.0006 Epoch 1/1... Discriminator Loss: 1.1647... Generator Loss: 1.2310 Epoch 1/1... Discriminator Loss: 2.8204... Generator Loss: 0.4286
Epoch 1/1... Discriminator Loss: 1.3256... Generator Loss: 1.3985 Epoch 1/1... Discriminator Loss: 1.4591... Generator Loss: 0.7734 Epoch 1/1... Discriminator Loss: 1.4241... Generator Loss: 0.5121 Epoch 1/1... Discriminator Loss: 0.7146... Generator Loss: 1.4245 Epoch 1/1... Discriminator Loss: 1.6153... Generator Loss: 0.5843 Epoch 1/1... Discriminator Loss: 2.0624... Generator Loss: 0.7027 Epoch 1/1... Discriminator Loss: 0.9192... Generator Loss: 1.3623 Epoch 1/1... Discriminator Loss: 0.5563... Generator Loss: 1.2669 Epoch 1/1... Discriminator Loss: 1.1711... Generator Loss: 1.2804 Epoch 1/1... Discriminator Loss: 0.9088... Generator Loss: 1.3333
Epoch 1/1... Discriminator Loss: 1.1065... Generator Loss: 0.9765 Epoch 1/1... Discriminator Loss: 1.3428... Generator Loss: 1.2056 Epoch 1/1... Discriminator Loss: 1.5151... Generator Loss: 0.6786 Epoch 1/1... Discriminator Loss: 1.6829... Generator Loss: 0.6629 Epoch 1/1... Discriminator Loss: 1.9826... Generator Loss: 0.8245 Epoch 1/1... Discriminator Loss: 0.9675... Generator Loss: 1.0152 Epoch 1/1... Discriminator Loss: 2.1180... Generator Loss: 0.9693 Epoch 1/1... Discriminator Loss: 1.4721... Generator Loss: 0.4933 Epoch 1/1... Discriminator Loss: 1.5948... Generator Loss: 0.3071 Epoch 1/1... Discriminator Loss: 1.2580... Generator Loss: 0.8030
Epoch 1/1... Discriminator Loss: 1.5799... Generator Loss: 0.6766 Epoch 1/1... Discriminator Loss: 1.4894... Generator Loss: 1.0278 Epoch 1/1... Discriminator Loss: 1.3237... Generator Loss: 0.7312 Epoch 1/1... Discriminator Loss: 1.5962... Generator Loss: 0.5920 Epoch 1/1... Discriminator Loss: 2.1257... Generator Loss: 0.2204 Epoch 1/1... Discriminator Loss: 1.3987... Generator Loss: 0.8372 Epoch 1/1... Discriminator Loss: 1.2745... Generator Loss: 0.9387 Epoch 1/1... Discriminator Loss: 1.6409... Generator Loss: 1.0145 Epoch 1/1... Discriminator Loss: 2.0069... Generator Loss: 0.5113 Epoch 1/1... Discriminator Loss: 1.6513... Generator Loss: 0.6025
Epoch 1/1... Discriminator Loss: 2.0001... Generator Loss: 0.8327 Epoch 1/1... Discriminator Loss: 1.2132... Generator Loss: 1.1026 Epoch 1/1... Discriminator Loss: 1.1733... Generator Loss: 0.9860 Epoch 1/1... Discriminator Loss: 1.5843... Generator Loss: 1.4055 Epoch 1/1... Discriminator Loss: 1.8422... Generator Loss: 0.2211 Epoch 1/1... Discriminator Loss: 1.1923... Generator Loss: 1.4597 Epoch 1/1... Discriminator Loss: 1.5727... Generator Loss: 0.6007 Epoch 1/1... Discriminator Loss: 1.6042... Generator Loss: 1.4187 Epoch 1/1... Discriminator Loss: 0.9361... Generator Loss: 1.3239 Epoch 1/1... Discriminator Loss: 0.7216... Generator Loss: 0.8729
Epoch 1/1... Discriminator Loss: 1.3573... Generator Loss: 1.1331 Epoch 1/1... Discriminator Loss: 1.7448... Generator Loss: 1.1745 Epoch 1/1... Discriminator Loss: 1.2306... Generator Loss: 1.3328 Epoch 1/1... Discriminator Loss: 1.1961... Generator Loss: 0.8222 Epoch 1/1... Discriminator Loss: 1.0901... Generator Loss: 0.8821 Epoch 1/1... Discriminator Loss: 1.4896... Generator Loss: 0.4593 Epoch 1/1... Discriminator Loss: 1.1141... Generator Loss: 0.7351 Epoch 1/1... Discriminator Loss: 0.8775... Generator Loss: 1.3421 Epoch 1/1... Discriminator Loss: 1.7983... Generator Loss: 0.7161 Epoch 1/1... Discriminator Loss: 1.1796... Generator Loss: 0.8626
Epoch 1/1... Discriminator Loss: 1.9125... Generator Loss: 0.4958 Epoch 1/1... Discriminator Loss: 1.5951... Generator Loss: 0.9072 Epoch 1/1... Discriminator Loss: 2.1119... Generator Loss: 0.4309 Epoch 1/1... Discriminator Loss: 0.6694... Generator Loss: 0.7616 Epoch 1/1... Discriminator Loss: 1.8790... Generator Loss: 0.3707 Epoch 1/1... Discriminator Loss: 1.1956... Generator Loss: 0.8999 Epoch 1/1... Discriminator Loss: 1.3401... Generator Loss: 1.4037 Epoch 1/1... Discriminator Loss: 2.1632... Generator Loss: 0.5803 Epoch 1/1... Discriminator Loss: 1.6239... Generator Loss: 0.3956 Epoch 1/1... Discriminator Loss: 1.3713... Generator Loss: 0.3240
Epoch 1/1... Discriminator Loss: 1.2300... Generator Loss: 0.9875 Epoch 1/1... Discriminator Loss: 1.3683... Generator Loss: 0.9356 Epoch 1/1... Discriminator Loss: 1.1644... Generator Loss: 1.4351 Epoch 1/1... Discriminator Loss: 2.0042... Generator Loss: 0.5911 Epoch 1/1... Discriminator Loss: 1.3345... Generator Loss: 0.9657 Epoch 1/1... Discriminator Loss: 1.7709... Generator Loss: 0.7471 Epoch 1/1... Discriminator Loss: 0.8073... Generator Loss: 1.3240 Epoch 1/1... Discriminator Loss: 1.5517... Generator Loss: 0.5552 Epoch 1/1... Discriminator Loss: 1.0428... Generator Loss: 0.6141 Epoch 1/1... Discriminator Loss: 0.9754... Generator Loss: 2.7442
Epoch 1/1... Discriminator Loss: 2.2410... Generator Loss: 0.2566 Epoch 1/1... Discriminator Loss: 2.0587... Generator Loss: 0.5655 Epoch 1/1... Discriminator Loss: 1.9176... Generator Loss: 1.1118 Epoch 1/1... Discriminator Loss: 0.9980... Generator Loss: 1.2367 Epoch 1/1... Discriminator Loss: 0.8035... Generator Loss: 1.5129 Epoch 1/1... Discriminator Loss: 0.8799... Generator Loss: 1.1052 Epoch 1/1... Discriminator Loss: 1.0912... Generator Loss: 0.4576 Epoch 1/1... Discriminator Loss: 1.0992... Generator Loss: 1.5245 Epoch 1/1... Discriminator Loss: 0.7001... Generator Loss: 0.9317 Epoch 1/1... Discriminator Loss: 1.7458... Generator Loss: 0.4503
Epoch 1/1... Discriminator Loss: 1.5030... Generator Loss: 0.5586 Epoch 1/1... Discriminator Loss: 1.1805... Generator Loss: 0.7630 Epoch 1/1... Discriminator Loss: 1.2110... Generator Loss: 0.7039 Epoch 1/1... Discriminator Loss: 0.8325... Generator Loss: 1.4697 Epoch 1/1... Discriminator Loss: 1.6955... Generator Loss: 0.7758 Epoch 1/1... Discriminator Loss: 1.1863... Generator Loss: 0.9424 Epoch 1/1... Discriminator Loss: 0.7295... Generator Loss: 0.8279 Epoch 1/1... Discriminator Loss: 1.8632... Generator Loss: 0.8334 Epoch 1/1... Discriminator Loss: 1.2004... Generator Loss: 1.0165 Epoch 1/1... Discriminator Loss: 1.2246... Generator Loss: 0.6211
Epoch 1/1... Discriminator Loss: 1.1015... Generator Loss: 1.0939 Epoch 1/1... Discriminator Loss: 1.5124... Generator Loss: 0.6774 Epoch 1/1... Discriminator Loss: 0.9952... Generator Loss: 1.3963 Epoch 1/1... Discriminator Loss: 1.2455... Generator Loss: 0.9076 Epoch 1/1... Discriminator Loss: 2.1015... Generator Loss: 0.6202 Epoch 1/1... Discriminator Loss: 1.8998... Generator Loss: 0.7748 Epoch 1/1... Discriminator Loss: 1.1609... Generator Loss: 0.6808 Epoch 1/1... Discriminator Loss: 1.3521... Generator Loss: 1.0096 Epoch 1/1... Discriminator Loss: 1.7126... Generator Loss: 1.4298 Epoch 1/1... Discriminator Loss: 1.5403... Generator Loss: 0.5444
Epoch 1/1... Discriminator Loss: 1.5090... Generator Loss: 0.5465 Epoch 1/1... Discriminator Loss: 0.8995... Generator Loss: 0.7639 Epoch 1/1... Discriminator Loss: 1.9325... Generator Loss: 0.8031 Epoch 1/1... Discriminator Loss: 1.5037... Generator Loss: 0.9007 Epoch 1/1... Discriminator Loss: 0.8885... Generator Loss: 1.3909 Epoch 1/1... Discriminator Loss: 1.7797... Generator Loss: 0.7644 Epoch 1/1... Discriminator Loss: 1.5320... Generator Loss: 1.2917 Epoch 1/1... Discriminator Loss: 1.0959... Generator Loss: 0.6193 Epoch 1/1... Discriminator Loss: 1.5806... Generator Loss: 0.9377 Epoch 1/1... Discriminator Loss: 1.0688... Generator Loss: 1.5050
Epoch 1/1... Discriminator Loss: 1.0355... Generator Loss: 0.9235 Epoch 1/1... Discriminator Loss: 1.0444... Generator Loss: 1.3588 Epoch 1/1... Discriminator Loss: 1.5108... Generator Loss: 0.8889 Epoch 1/1... Discriminator Loss: 1.3847... Generator Loss: 0.4732 Epoch 1/1... Discriminator Loss: 1.5950... Generator Loss: 0.5231 Epoch 1/1... Discriminator Loss: 2.4071... Generator Loss: 0.3335 Epoch 1/1... Discriminator Loss: 1.1504... Generator Loss: 1.0697 Epoch 1/1... Discriminator Loss: 1.7304... Generator Loss: 0.4391 Epoch 1/1... Discriminator Loss: 1.1980... Generator Loss: 0.6853 Epoch 1/1... Discriminator Loss: 1.4519... Generator Loss: 0.7178
Epoch 1/1... Discriminator Loss: 1.3822... Generator Loss: 0.3893 Epoch 1/1... Discriminator Loss: 1.3352... Generator Loss: 0.5113 Epoch 1/1... Discriminator Loss: 1.7254... Generator Loss: 0.8893 Epoch 1/1... Discriminator Loss: 0.7939... Generator Loss: 1.8063 Epoch 1/1... Discriminator Loss: 1.6211... Generator Loss: 1.1053 Epoch 1/1... Discriminator Loss: 1.1833... Generator Loss: 1.0863 Epoch 1/1... Discriminator Loss: 1.8562... Generator Loss: 0.6346 Epoch 1/1... Discriminator Loss: 1.6781... Generator Loss: 0.8901 Epoch 1/1... Discriminator Loss: 2.7255... Generator Loss: 0.2618 Epoch 1/1... Discriminator Loss: 2.0599... Generator Loss: 0.4628
Epoch 1/1... Discriminator Loss: 1.0038... Generator Loss: 0.9062 Epoch 1/1... Discriminator Loss: 1.6142... Generator Loss: 0.4734 Epoch 1/1... Discriminator Loss: 1.7912... Generator Loss: 0.7091 Epoch 1/1... Discriminator Loss: 1.0628... Generator Loss: 1.1435 Epoch 1/1... Discriminator Loss: 1.9722... Generator Loss: 0.1752 Epoch 1/1... Discriminator Loss: 1.3481... Generator Loss: 0.5491 Epoch 1/1... Discriminator Loss: 1.2908... Generator Loss: 1.0229 Epoch 1/1... Discriminator Loss: 1.3594... Generator Loss: 0.5138 Epoch 1/1... Discriminator Loss: 1.0912... Generator Loss: 1.1748 Epoch 1/1... Discriminator Loss: 0.8061... Generator Loss: 1.3838
Epoch 1/1... Discriminator Loss: 1.4713... Generator Loss: 0.8194 Epoch 1/1... Discriminator Loss: 0.7129... Generator Loss: 1.8982 Epoch 1/1... Discriminator Loss: 1.9235... Generator Loss: 0.7677 Epoch 1/1... Discriminator Loss: 1.7688... Generator Loss: 1.1187 Epoch 1/1... Discriminator Loss: 1.4868... Generator Loss: 0.7582 Epoch 1/1... Discriminator Loss: 1.3955... Generator Loss: 0.6988 Epoch 1/1... Discriminator Loss: 1.1780... Generator Loss: 0.8028 Epoch 1/1... Discriminator Loss: 1.2981... Generator Loss: 1.2831 Epoch 1/1... Discriminator Loss: 1.2687... Generator Loss: 1.8930 Epoch 1/1... Discriminator Loss: 1.3748... Generator Loss: 1.5353
Epoch 1/1... Discriminator Loss: 0.9338... Generator Loss: 1.2900 Epoch 1/1... Discriminator Loss: 0.9215... Generator Loss: 1.4728 Epoch 1/1... Discriminator Loss: 2.0054... Generator Loss: 1.0448 Epoch 1/1... Discriminator Loss: 1.1880... Generator Loss: 1.1595 Epoch 1/1... Discriminator Loss: 0.8478... Generator Loss: 1.5994 Epoch 1/1... Discriminator Loss: 2.4944... Generator Loss: 0.2082 Epoch 1/1... Discriminator Loss: 1.2806... Generator Loss: 1.1039 Epoch 1/1... Discriminator Loss: 1.5719... Generator Loss: 1.2717 Epoch 1/1... Discriminator Loss: 0.9046... Generator Loss: 1.2046 Epoch 1/1... Discriminator Loss: 1.3409... Generator Loss: 0.8412
Epoch 1/1... Discriminator Loss: 0.9140... Generator Loss: 1.1362 Epoch 1/1... Discriminator Loss: 1.4880... Generator Loss: 1.1953 Epoch 1/1... Discriminator Loss: 1.0396... Generator Loss: 1.4896 Epoch 1/1... Discriminator Loss: 2.6081... Generator Loss: 0.5995 Epoch 1/1... Discriminator Loss: 1.7806... Generator Loss: 0.9671 Epoch 1/1... Discriminator Loss: 1.7588... Generator Loss: 0.3516 Epoch 1/1... Discriminator Loss: 1.2475... Generator Loss: 0.8303 Epoch 1/1... Discriminator Loss: 0.9804... Generator Loss: 1.0721 Epoch 1/1... Discriminator Loss: 0.8521... Generator Loss: 1.3457 Epoch 1/1... Discriminator Loss: 1.4254... Generator Loss: 1.0849
Epoch 1/1... Discriminator Loss: 0.5566... Generator Loss: 1.4620 Epoch 1/1... Discriminator Loss: 1.4547... Generator Loss: 0.8789 Epoch 1/1... Discriminator Loss: 2.3004... Generator Loss: 0.4968 Epoch 1/1... Discriminator Loss: 1.1550... Generator Loss: 0.9112 Epoch 1/1... Discriminator Loss: 0.4908... Generator Loss: 1.1233 Epoch 1/1... Discriminator Loss: 2.1899... Generator Loss: 1.1750 Epoch 1/1... Discriminator Loss: 1.9059... Generator Loss: 0.5358 Epoch 1/1... Discriminator Loss: 1.5372... Generator Loss: 0.7261 Epoch 1/1... Discriminator Loss: 1.5258... Generator Loss: 1.4429 Epoch 1/1... Discriminator Loss: 2.1276... Generator Loss: 0.7955
Epoch 1/1... Discriminator Loss: 1.2731... Generator Loss: 1.4409 Epoch 1/1... Discriminator Loss: 1.0706... Generator Loss: 1.4615 Epoch 1/1... Discriminator Loss: 1.9937... Generator Loss: 0.3578 Epoch 1/1... Discriminator Loss: 0.9143... Generator Loss: 1.0934 Epoch 1/1... Discriminator Loss: 1.5512... Generator Loss: 1.4939 Epoch 1/1... Discriminator Loss: 1.6520... Generator Loss: 0.3005 Epoch 1/1... Discriminator Loss: 1.0543... Generator Loss: 1.0549 Epoch 1/1... Discriminator Loss: 1.8766... Generator Loss: 0.5959 Epoch 1/1... Discriminator Loss: 1.0252... Generator Loss: 1.1229 Epoch 1/1... Discriminator Loss: 0.7263... Generator Loss: 1.8777
Epoch 1/1... Discriminator Loss: 1.6955... Generator Loss: 1.0229 Epoch 1/1... Discriminator Loss: 1.7343... Generator Loss: 0.5903 Epoch 1/1... Discriminator Loss: 1.4315... Generator Loss: 1.0016 Epoch 1/1... Discriminator Loss: 1.4265... Generator Loss: 0.4305 Epoch 1/1... Discriminator Loss: 1.7790... Generator Loss: 0.4762 Epoch 1/1... Discriminator Loss: 1.2628... Generator Loss: 0.9729 Epoch 1/1... Discriminator Loss: 1.3085... Generator Loss: 1.1546 Epoch 1/1... Discriminator Loss: 1.3517... Generator Loss: 0.5210 Epoch 1/1... Discriminator Loss: 1.0698... Generator Loss: 1.2057 Epoch 1/1... Discriminator Loss: 0.6593... Generator Loss: 1.6530
Epoch 1/1... Discriminator Loss: 1.0941... Generator Loss: 0.9771 Epoch 1/1... Discriminator Loss: 1.3355... Generator Loss: 0.6319 Epoch 1/1... Discriminator Loss: 1.8676... Generator Loss: 0.4605 Epoch 1/1... Discriminator Loss: 1.1707... Generator Loss: 1.0939 Epoch 1/1... Discriminator Loss: 1.7079... Generator Loss: 0.7375 Epoch 1/1... Discriminator Loss: 1.5387... Generator Loss: 0.8771 Epoch 1/1... Discriminator Loss: 1.0768... Generator Loss: 0.7983 Epoch 1/1... Discriminator Loss: 0.6221... Generator Loss: 1.1238 Epoch 1/1... Discriminator Loss: 1.2977... Generator Loss: 1.1768 Epoch 1/1... Discriminator Loss: 0.7864... Generator Loss: 0.7841
Epoch 1/1... Discriminator Loss: 1.1563... Generator Loss: 0.9787 Epoch 1/1... Discriminator Loss: 2.1492... Generator Loss: 0.6251 Epoch 1/1... Discriminator Loss: 0.7819... Generator Loss: 1.0436 Epoch 1/1... Discriminator Loss: 1.0837... Generator Loss: 0.8494 Epoch 1/1... Discriminator Loss: 1.0487... Generator Loss: 1.2682 Epoch 1/1... Discriminator Loss: 1.6192... Generator Loss: 0.5846 Epoch 1/1... Discriminator Loss: 0.9193... Generator Loss: 1.2354 Epoch 1/1... Discriminator Loss: 1.0446... Generator Loss: 1.8321 Epoch 1/1... Discriminator Loss: 0.8178... Generator Loss: 0.8293 Epoch 1/1... Discriminator Loss: 0.9189... Generator Loss: 1.4201
Epoch 1/1... Discriminator Loss: 1.6402... Generator Loss: 1.5993 Epoch 1/1... Discriminator Loss: 1.1141... Generator Loss: 0.8473 Epoch 1/1... Discriminator Loss: 1.3805... Generator Loss: 0.5369 Epoch 1/1... Discriminator Loss: 1.2478... Generator Loss: 0.9358 Epoch 1/1... Discriminator Loss: 1.9377... Generator Loss: 0.7298 Epoch 1/1... Discriminator Loss: 1.7338... Generator Loss: 0.4317 Epoch 1/1... Discriminator Loss: 1.3424... Generator Loss: 0.8366 Epoch 1/1... Discriminator Loss: 1.2455... Generator Loss: 0.6946 Epoch 1/1... Discriminator Loss: 1.1750... Generator Loss: 1.1941 Epoch 1/1... Discriminator Loss: 1.0609... Generator Loss: 0.6311
Epoch 1/1... Discriminator Loss: 1.1011... Generator Loss: 1.5107 Epoch 1/1... Discriminator Loss: 1.0597... Generator Loss: 0.5621 Epoch 1/1... Discriminator Loss: 1.0449... Generator Loss: 0.9054 Epoch 1/1... Discriminator Loss: 1.0882... Generator Loss: 0.5171 Epoch 1/1... Discriminator Loss: 1.4362... Generator Loss: 0.8259 Epoch 1/1... Discriminator Loss: 1.9464... Generator Loss: 0.4601 Epoch 1/1... Discriminator Loss: 1.4821... Generator Loss: 0.5958 Epoch 1/1... Discriminator Loss: 1.7712... Generator Loss: 0.8719 Epoch 1/1... Discriminator Loss: 1.5664... Generator Loss: 0.9610 Epoch 1/1... Discriminator Loss: 1.1996... Generator Loss: 0.5702
Epoch 1/1... Discriminator Loss: 1.7131... Generator Loss: 0.7964 Epoch 1/1... Discriminator Loss: 1.0835... Generator Loss: 1.6712 Epoch 1/1... Discriminator Loss: 0.4731... Generator Loss: 1.4946 Epoch 1/1... Discriminator Loss: 0.9269... Generator Loss: 1.2093 Epoch 1/1... Discriminator Loss: 1.0959... Generator Loss: 1.0551 Epoch 1/1... Discriminator Loss: 1.2695... Generator Loss: 1.6575 Epoch 1/1... Discriminator Loss: 0.6253... Generator Loss: 1.3597 Epoch 1/1... Discriminator Loss: 1.9484... Generator Loss: 1.9510 Epoch 1/1... Discriminator Loss: 0.8365... Generator Loss: 0.9074 Epoch 1/1... Discriminator Loss: 1.8407... Generator Loss: 0.3645
Epoch 1/1... Discriminator Loss: 2.2634... Generator Loss: 0.8224 Epoch 1/1... Discriminator Loss: 1.6729... Generator Loss: 0.5772 Epoch 1/1... Discriminator Loss: 1.2310... Generator Loss: 0.8562 Epoch 1/1... Discriminator Loss: 0.9594... Generator Loss: 1.3898 Epoch 1/1... Discriminator Loss: 0.9737... Generator Loss: 1.0086 Epoch 1/1... Discriminator Loss: 1.6000... Generator Loss: 1.4447 Epoch 1/1... Discriminator Loss: 1.7086... Generator Loss: 1.2465 Epoch 1/1... Discriminator Loss: 1.0349... Generator Loss: 1.2255 Epoch 1/1... Discriminator Loss: 0.8426... Generator Loss: 0.7040 Epoch 1/1... Discriminator Loss: 1.2307... Generator Loss: 1.1967
Epoch 1/1... Discriminator Loss: 1.7890... Generator Loss: 1.0450 Epoch 1/1... Discriminator Loss: 1.5904... Generator Loss: 0.9739 Epoch 1/1... Discriminator Loss: 1.2593... Generator Loss: 1.3977 Epoch 1/1... Discriminator Loss: 0.9579... Generator Loss: 0.9731 Epoch 1/1... Discriminator Loss: 1.6016... Generator Loss: 0.5693 Epoch 1/1... Discriminator Loss: 1.1693... Generator Loss: 0.9168 Epoch 1/1... Discriminator Loss: 1.1842... Generator Loss: 0.7597 Epoch 1/1... Discriminator Loss: 1.1011... Generator Loss: 0.7459 Epoch 1/1... Discriminator Loss: 1.7982... Generator Loss: 0.5178 Epoch 1/1... Discriminator Loss: 1.7758... Generator Loss: 1.0019
Epoch 1/1... Discriminator Loss: 1.6992... Generator Loss: 0.5356 Epoch 1/1... Discriminator Loss: 0.9319... Generator Loss: 1.1543 Epoch 1/1... Discriminator Loss: 1.4009... Generator Loss: 1.0316 Epoch 1/1... Discriminator Loss: 0.8870... Generator Loss: 1.8796 Epoch 1/1... Discriminator Loss: 1.6144... Generator Loss: 1.8128 Epoch 1/1... Discriminator Loss: 0.8650... Generator Loss: 1.4859 Epoch 1/1... Discriminator Loss: 0.9901... Generator Loss: 0.6753 Epoch 1/1... Discriminator Loss: 1.2609... Generator Loss: 1.3551 Epoch 1/1... Discriminator Loss: 0.8015... Generator Loss: 2.5421 Epoch 1/1... Discriminator Loss: 1.4988... Generator Loss: 0.9290
Epoch 1/1... Discriminator Loss: 0.7629... Generator Loss: 1.6722 Epoch 1/1... Discriminator Loss: 0.6237... Generator Loss: 1.1368 Epoch 1/1... Discriminator Loss: 2.3083... Generator Loss: 0.6700 Epoch 1/1... Discriminator Loss: 0.9938... Generator Loss: 1.1001 Epoch 1/1... Discriminator Loss: 1.8363... Generator Loss: 1.3856 Epoch 1/1... Discriminator Loss: 1.5112... Generator Loss: 0.7660 Epoch 1/1... Discriminator Loss: 0.9764... Generator Loss: 1.2729 Epoch 1/1... Discriminator Loss: 1.1346... Generator Loss: 1.1314 Epoch 1/1... Discriminator Loss: 1.6879... Generator Loss: 0.4874 Epoch 1/1... Discriminator Loss: 1.5053... Generator Loss: 2.2251
Epoch 1/1... Discriminator Loss: 1.2005... Generator Loss: 1.0993 Epoch 1/1... Discriminator Loss: 1.8185... Generator Loss: 0.8961 Epoch 1/1... Discriminator Loss: 1.4047... Generator Loss: 1.2680 Epoch 1/1... Discriminator Loss: 1.5008... Generator Loss: 1.0040 Epoch 1/1... Discriminator Loss: 0.8147... Generator Loss: 1.0492 Epoch 1/1... Discriminator Loss: 1.9780... Generator Loss: 1.2930 Epoch 1/1... Discriminator Loss: 0.9592... Generator Loss: 1.0256 Epoch 1/1... Discriminator Loss: 1.7328... Generator Loss: 0.5995 Epoch 1/1... Discriminator Loss: 1.1386... Generator Loss: 1.7274 Epoch 1/1... Discriminator Loss: 1.3090... Generator Loss: 0.9096
Epoch 1/1... Discriminator Loss: 0.5363... Generator Loss: 1.6577 Epoch 1/1... Discriminator Loss: 0.8526... Generator Loss: 1.1286 Epoch 1/1... Discriminator Loss: 1.2080... Generator Loss: 1.2298 Epoch 1/1... Discriminator Loss: 1.1364... Generator Loss: 1.9060 Epoch 1/1... Discriminator Loss: 1.3744... Generator Loss: 0.6947 Epoch 1/1... Discriminator Loss: 1.6135... Generator Loss: 0.3429 Epoch 1/1... Discriminator Loss: 0.8684... Generator Loss: 1.2925 Epoch 1/1... Discriminator Loss: 1.6927... Generator Loss: 1.0815 Epoch 1/1... Discriminator Loss: 1.3266... Generator Loss: 1.0718 Epoch 1/1... Discriminator Loss: 1.4551... Generator Loss: 0.7662
Epoch 1/1... Discriminator Loss: 0.5644... Generator Loss: 1.0776 Epoch 1/1... Discriminator Loss: 1.2597... Generator Loss: 0.5135 Epoch 1/1... Discriminator Loss: 0.6894... Generator Loss: 1.5481 Epoch 1/1... Discriminator Loss: 1.9934... Generator Loss: 1.0019 Epoch 1/1... Discriminator Loss: 1.5702... Generator Loss: 0.8647 Epoch 1/1... Discriminator Loss: 1.2154... Generator Loss: 1.1215 Epoch 1/1... Discriminator Loss: 1.5229... Generator Loss: 0.8561 Epoch 1/1... Discriminator Loss: 0.9585... Generator Loss: 1.1554 Epoch 1/1... Discriminator Loss: 0.6945... Generator Loss: 0.9735 Epoch 1/1... Discriminator Loss: 1.7450... Generator Loss: 0.7854
Epoch 1/1... Discriminator Loss: 1.5885... Generator Loss: 0.6976 Epoch 1/1... Discriminator Loss: 1.5409... Generator Loss: 0.6643 Epoch 1/1... Discriminator Loss: 1.3060... Generator Loss: 0.7789 Epoch 1/1... Discriminator Loss: 1.2072... Generator Loss: 1.0386 Epoch 1/1... Discriminator Loss: 1.8038... Generator Loss: 0.7152 Epoch 1/1... Discriminator Loss: 2.4144... Generator Loss: 0.3862 Epoch 1/1... Discriminator Loss: 1.8941... Generator Loss: 0.7144 Epoch 1/1... Discriminator Loss: 0.8769... Generator Loss: 1.1833 Epoch 1/1... Discriminator Loss: 0.9633... Generator Loss: 1.0749 Epoch 1/1... Discriminator Loss: 1.2596... Generator Loss: 0.4162
Epoch 1/1... Discriminator Loss: 1.6931... Generator Loss: 0.4574 Epoch 1/1... Discriminator Loss: 1.5329... Generator Loss: 0.6243 Epoch 1/1... Discriminator Loss: 1.6256... Generator Loss: 0.8808 Epoch 1/1... Discriminator Loss: 0.7184... Generator Loss: 2.0879 Epoch 1/1... Discriminator Loss: 1.1054... Generator Loss: 1.3328 Epoch 1/1... Discriminator Loss: 0.5039... Generator Loss: 1.0857 Epoch 1/1... Discriminator Loss: 0.5532... Generator Loss: 0.9634 Epoch 1/1... Discriminator Loss: 0.6683... Generator Loss: 1.0152 Epoch 1/1... Discriminator Loss: 1.5679... Generator Loss: 0.5149 Epoch 1/1... Discriminator Loss: 1.5431... Generator Loss: 0.3903
Epoch 1/1... Discriminator Loss: 0.9479... Generator Loss: 2.1403 Epoch 1/1... Discriminator Loss: 1.7322... Generator Loss: 0.5472 Epoch 1/1... Discriminator Loss: 1.0497... Generator Loss: 0.4993 Epoch 1/1... Discriminator Loss: 2.0336... Generator Loss: 0.4979 Epoch 1/1... Discriminator Loss: 1.4719... Generator Loss: 0.6133 Epoch 1/1... Discriminator Loss: 1.7709... Generator Loss: 0.7422 Epoch 1/1... Discriminator Loss: 0.8025... Generator Loss: 1.7485 Epoch 1/1... Discriminator Loss: 1.1089... Generator Loss: 1.1016 Epoch 1/1... Discriminator Loss: 0.8184... Generator Loss: 1.7294 Epoch 1/1... Discriminator Loss: 1.6011... Generator Loss: 0.9943
Epoch 1/1... Discriminator Loss: 1.3477... Generator Loss: 1.0058 Epoch 1/1... Discriminator Loss: 0.7279... Generator Loss: 1.8010 Epoch 1/1... Discriminator Loss: 1.4000... Generator Loss: 1.0214 Epoch 1/1... Discriminator Loss: 0.9279... Generator Loss: 1.8372 Epoch 1/1... Discriminator Loss: 1.9217... Generator Loss: 0.6195 Epoch 1/1... Discriminator Loss: 0.8558... Generator Loss: 1.7201 Epoch 1/1... Discriminator Loss: 1.2866... Generator Loss: 1.2498 Epoch 1/1... Discriminator Loss: 1.3856... Generator Loss: 0.7673 Epoch 1/1... Discriminator Loss: 0.8539... Generator Loss: 1.7123 Epoch 1/1... Discriminator Loss: 0.4848... Generator Loss: 1.2262
Epoch 1/1... Discriminator Loss: 0.6344... Generator Loss: 1.2905 Epoch 1/1... Discriminator Loss: 2.8469... Generator Loss: 0.2076 Epoch 1/1... Discriminator Loss: 1.0982... Generator Loss: 2.1094 Epoch 1/1... Discriminator Loss: 0.3780... Generator Loss: 2.1393 Epoch 1/1... Discriminator Loss: 1.0197... Generator Loss: 1.4264 Epoch 1/1... Discriminator Loss: 0.7535... Generator Loss: 0.9835 Epoch 1/1... Discriminator Loss: 1.6223... Generator Loss: 0.8642 Epoch 1/1... Discriminator Loss: 1.8108... Generator Loss: 0.4754 Epoch 1/1... Discriminator Loss: 1.4743... Generator Loss: 1.2358 Epoch 1/1... Discriminator Loss: 0.8995... Generator Loss: 1.8939
Epoch 1/1... Discriminator Loss: 1.1100... Generator Loss: 0.7191 Epoch 1/1... Discriminator Loss: 0.7780... Generator Loss: 1.8724 Epoch 1/1... Discriminator Loss: 1.5943... Generator Loss: 0.7427 Epoch 1/1... Discriminator Loss: 1.5497... Generator Loss: 1.1043 Epoch 1/1... Discriminator Loss: 1.3017... Generator Loss: 0.7655 Epoch 1/1... Discriminator Loss: 0.9270... Generator Loss: 2.1135 Epoch 1/1... Discriminator Loss: 1.9274... Generator Loss: 1.2587 Epoch 1/1... Discriminator Loss: 1.5158... Generator Loss: 0.7726 Epoch 1/1... Discriminator Loss: 1.1620... Generator Loss: 1.7537 Epoch 1/1... Discriminator Loss: 1.1338... Generator Loss: 1.0749
Epoch 1/1... Discriminator Loss: 1.5147... Generator Loss: 0.5479 Epoch 1/1... Discriminator Loss: 0.7664... Generator Loss: 1.3822 Epoch 1/1... Discriminator Loss: 1.6121... Generator Loss: 0.9433 Epoch 1/1... Discriminator Loss: 0.6478... Generator Loss: 1.0946 Epoch 1/1... Discriminator Loss: 1.8493... Generator Loss: 0.6463 Epoch 1/1... Discriminator Loss: 1.2533... Generator Loss: 1.6136 Epoch 1/1... Discriminator Loss: 1.4452... Generator Loss: 0.9395 Epoch 1/1... Discriminator Loss: 0.7477... Generator Loss: 1.4569 Epoch 1/1... Discriminator Loss: 0.6567... Generator Loss: 1.1132 Epoch 1/1... Discriminator Loss: 1.1292... Generator Loss: 1.0276
Epoch 1/1... Discriminator Loss: 0.9740... Generator Loss: 1.6727 Epoch 1/1... Discriminator Loss: 1.1393... Generator Loss: 1.2372 Epoch 1/1... Discriminator Loss: 0.4843... Generator Loss: 1.7031 Epoch 1/1... Discriminator Loss: 1.7656... Generator Loss: 0.5272 Epoch 1/1... Discriminator Loss: 1.5654... Generator Loss: 0.6960 Epoch 1/1... Discriminator Loss: 0.7139... Generator Loss: 1.5665 Epoch 1/1... Discriminator Loss: 0.6892... Generator Loss: 1.5576 Epoch 1/1... Discriminator Loss: 2.0214... Generator Loss: 0.5107 Epoch 1/1... Discriminator Loss: 0.9650... Generator Loss: 1.6712 Epoch 1/1... Discriminator Loss: 1.3369... Generator Loss: 0.7354
Epoch 1/1... Discriminator Loss: 1.0119... Generator Loss: 0.9840 Epoch 1/1... Discriminator Loss: 1.0787... Generator Loss: 3.2763 Epoch 1/1... Discriminator Loss: 1.8865... Generator Loss: 1.3743 Epoch 1/1... Discriminator Loss: 1.9691... Generator Loss: 0.9442 Epoch 1/1... Discriminator Loss: 1.4458... Generator Loss: 0.3458 Epoch 1/1... Discriminator Loss: 0.9978... Generator Loss: 1.4774 Epoch 1/1... Discriminator Loss: 1.3480... Generator Loss: 0.6130 Epoch 1/1... Discriminator Loss: 1.2229... Generator Loss: 0.9639 Epoch 1/1... Discriminator Loss: 1.6402... Generator Loss: 1.1115 Epoch 1/1... Discriminator Loss: 1.7993... Generator Loss: 0.7588
Epoch 1/1... Discriminator Loss: 1.0233... Generator Loss: 1.1800 Epoch 1/1... Discriminator Loss: 1.1129... Generator Loss: 0.9405 Epoch 1/1... Discriminator Loss: 1.0882... Generator Loss: 1.1111 Epoch 1/1... Discriminator Loss: 1.8636... Generator Loss: 1.4250 Epoch 1/1... Discriminator Loss: 0.9463... Generator Loss: 1.0936 Epoch 1/1... Discriminator Loss: 2.0676... Generator Loss: 0.9689 Epoch 1/1... Discriminator Loss: 1.5487... Generator Loss: 0.6678 Epoch 1/1... Discriminator Loss: 1.1472... Generator Loss: 0.5436 Epoch 1/1... Discriminator Loss: 1.0511... Generator Loss: 0.5243 Epoch 1/1... Discriminator Loss: 1.7893... Generator Loss: 0.5080
Epoch 1/1... Discriminator Loss: 0.9616... Generator Loss: 1.3102 Epoch 1/1... Discriminator Loss: 1.3456... Generator Loss: 1.3765 Epoch 1/1... Discriminator Loss: 1.3404... Generator Loss: 0.8142 Epoch 1/1... Discriminator Loss: 0.6162... Generator Loss: 0.8070 Epoch 1/1... Discriminator Loss: 1.3088... Generator Loss: 0.7058 Epoch 1/1... Discriminator Loss: 1.8044... Generator Loss: 0.8601 Epoch 1/1... Discriminator Loss: 1.3200... Generator Loss: 2.3923 Epoch 1/1... Discriminator Loss: 2.0696... Generator Loss: 0.9946 Epoch 1/1... Discriminator Loss: 0.9696... Generator Loss: 2.5337 Epoch 1/1... Discriminator Loss: 1.2370... Generator Loss: 1.8226
Epoch 1/1... Discriminator Loss: 0.7727... Generator Loss: 1.5801 Epoch 1/1... Discriminator Loss: 1.7635... Generator Loss: 0.5575 Epoch 1/1... Discriminator Loss: 1.0252... Generator Loss: 1.2130 Epoch 1/1... Discriminator Loss: 0.6449... Generator Loss: 1.1156 Epoch 1/1... Discriminator Loss: 1.7537... Generator Loss: 0.9184 Epoch 1/1... Discriminator Loss: 0.8659... Generator Loss: 0.8896 Epoch 1/1... Discriminator Loss: 1.0541... Generator Loss: 0.7346 Epoch 1/1... Discriminator Loss: 1.4845... Generator Loss: 0.7705 Epoch 1/1... Discriminator Loss: 1.6771... Generator Loss: 0.7871 Epoch 1/1... Discriminator Loss: 1.1160... Generator Loss: 0.6483
Epoch 1/1... Discriminator Loss: 1.1975... Generator Loss: 0.4353 Epoch 1/1... Discriminator Loss: 1.0981... Generator Loss: 1.3043 Epoch 1/1... Discriminator Loss: 1.5410... Generator Loss: 0.5315 Epoch 1/1... Discriminator Loss: 0.9522... Generator Loss: 1.4220 Epoch 1/1... Discriminator Loss: 1.1585... Generator Loss: 0.8395 Epoch 1/1... Discriminator Loss: 1.8729... Generator Loss: 0.8999 Epoch 1/1... Discriminator Loss: 1.1660... Generator Loss: 0.7266 Epoch 1/1... Discriminator Loss: 1.0242... Generator Loss: 0.8623 Epoch 1/1... Discriminator Loss: 1.7832... Generator Loss: 0.4033 Epoch 1/1... Discriminator Loss: 1.5169... Generator Loss: 0.4977
Epoch 1/1... Discriminator Loss: 1.0652... Generator Loss: 1.5743 Epoch 1/1... Discriminator Loss: 0.6245... Generator Loss: 0.9132 Epoch 1/1... Discriminator Loss: 1.3026... Generator Loss: 0.8669 Epoch 1/1... Discriminator Loss: 1.8328... Generator Loss: 0.6109 Epoch 1/1... Discriminator Loss: 1.2747... Generator Loss: 0.4092 Epoch 1/1... Discriminator Loss: 1.1045... Generator Loss: 1.3980 Epoch 1/1... Discriminator Loss: 0.9328... Generator Loss: 0.6029 Epoch 1/1... Discriminator Loss: 0.8738... Generator Loss: 1.2924 Epoch 1/1... Discriminator Loss: 0.9141... Generator Loss: 1.0565 Epoch 1/1... Discriminator Loss: 1.1871... Generator Loss: 0.6616
Epoch 1/1... Discriminator Loss: 1.0285... Generator Loss: 1.0529 Epoch 1/1... Discriminator Loss: 1.5827... Generator Loss: 0.7582 Epoch 1/1... Discriminator Loss: 0.9023... Generator Loss: 0.9528 Epoch 1/1... Discriminator Loss: 1.2542... Generator Loss: 1.1825 Epoch 1/1... Discriminator Loss: 1.2209... Generator Loss: 0.4276 Epoch 1/1... Discriminator Loss: 1.1550... Generator Loss: 1.0066 Epoch 1/1... Discriminator Loss: 0.7517... Generator Loss: 1.2640 Epoch 1/1... Discriminator Loss: 0.9540... Generator Loss: 1.0243 Epoch 1/1... Discriminator Loss: 1.8782... Generator Loss: 0.8694 Epoch 1/1... Discriminator Loss: 1.7825... Generator Loss: 0.3834
Epoch 1/1... Discriminator Loss: 2.4646... Generator Loss: 0.5752 Epoch 1/1... Discriminator Loss: 1.3440... Generator Loss: 0.7264 Epoch 1/1... Discriminator Loss: 1.5391... Generator Loss: 0.7106 Epoch 1/1... Discriminator Loss: 1.3807... Generator Loss: 0.7837 Epoch 1/1... Discriminator Loss: 1.0751... Generator Loss: 1.2615 Epoch 1/1... Discriminator Loss: 2.0659... Generator Loss: 0.3843 Epoch 1/1... Discriminator Loss: 0.5276... Generator Loss: 1.7672 Epoch 1/1... Discriminator Loss: 0.9094... Generator Loss: 1.1852 Epoch 1/1... Discriminator Loss: 1.6993... Generator Loss: 0.4822 Epoch 1/1... Discriminator Loss: 1.2772... Generator Loss: 0.7937
Epoch 1/1... Discriminator Loss: 1.2387... Generator Loss: 0.7486 Epoch 1/1... Discriminator Loss: 0.8762... Generator Loss: 1.1789 Epoch 1/1... Discriminator Loss: 1.3275... Generator Loss: 1.4009 Epoch 1/1... Discriminator Loss: 1.2881... Generator Loss: 1.3392 Epoch 1/1... Discriminator Loss: 0.7744... Generator Loss: 1.0183 Epoch 1/1... Discriminator Loss: 0.6654... Generator Loss: 1.0105 Epoch 1/1... Discriminator Loss: 1.0492... Generator Loss: 0.7675 Epoch 1/1... Discriminator Loss: 1.3698... Generator Loss: 0.4484 Epoch 1/1... Discriminator Loss: 2.1331... Generator Loss: 0.1335 Epoch 1/1... Discriminator Loss: 1.3989... Generator Loss: 0.9939
Epoch 1/1... Discriminator Loss: 0.7102... Generator Loss: 1.4932 Epoch 1/1... Discriminator Loss: 1.8565... Generator Loss: 0.3486 Epoch 1/1... Discriminator Loss: 1.3673... Generator Loss: 0.8847 Epoch 1/1... Discriminator Loss: 1.8225... Generator Loss: 0.7600 Epoch 1/1... Discriminator Loss: 1.0811... Generator Loss: 0.6021 Epoch 1/1... Discriminator Loss: 1.5001... Generator Loss: 0.5042 Epoch 1/1... Discriminator Loss: 1.3804... Generator Loss: 0.5110 Epoch 1/1... Discriminator Loss: 0.7467... Generator Loss: 0.6604 Epoch 1/1... Discriminator Loss: 1.1435... Generator Loss: 1.2754 Epoch 1/1... Discriminator Loss: 1.5428... Generator Loss: 0.4574
Epoch 1/1... Discriminator Loss: 1.6446... Generator Loss: 1.0493 Epoch 1/1... Discriminator Loss: 0.8688... Generator Loss: 1.5021 Epoch 1/1... Discriminator Loss: 0.5734... Generator Loss: 0.9926 Epoch 1/1... Discriminator Loss: 1.0659... Generator Loss: 1.0291 Epoch 1/1... Discriminator Loss: 1.0473... Generator Loss: 2.3568 Epoch 1/1... Discriminator Loss: 0.5488... Generator Loss: 1.8804 Epoch 1/1... Discriminator Loss: 1.8527... Generator Loss: 0.7334 Epoch 1/1... Discriminator Loss: 1.1216... Generator Loss: 0.4698 Epoch 1/1... Discriminator Loss: 1.1962... Generator Loss: 0.9401 Epoch 1/1... Discriminator Loss: 1.4262... Generator Loss: 1.1355
Epoch 1/1... Discriminator Loss: 0.6933... Generator Loss: 1.5146 Epoch 1/1... Discriminator Loss: 0.6124... Generator Loss: 0.9324 Epoch 1/1... Discriminator Loss: 1.6017... Generator Loss: 0.7388 Epoch 1/1... Discriminator Loss: 1.0185... Generator Loss: 1.5077 Epoch 1/1... Discriminator Loss: 1.3129... Generator Loss: 0.6351 Epoch 1/1... Discriminator Loss: 1.8911... Generator Loss: 0.7727
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.